[{"data":1,"prerenderedAt":473},["ShallowReactive",2],{"news-details-en":3,"office-info-data-en":402,"news-data-en":459},[4,23,33,43,53,63,73,83,93,103,112,122,132,142,152,162,172,181,190,200,210,220,230,240,250,260,270,280,290,300,310,320,330,343,356,366,375,383,392],{"topics_id":5,"ymd":6,"contents_type":7,"subject":8,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":11,"update_ymdhi":11,"topics_group_id":12,"slug":13,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":20,"thumbs":21,"wysiwyg":22},159,"2026-05-22",21,"How AI-Ready Sales Reports Can Unlock Faster Insights Across Subsidiaries",1,0,"2026-05-22T18:08:15+09:00",7,"21-20260522","ニュースページ","ニュースページのコンテンツ定義です。","TOPICS","topics",null,"",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1779440993/files/user/ページ：ニュース/15-20220630 (16).jpg","\u003Ch1 data-section-id=\"12q1sue\" data-start=\"32\" data-end=\"46\">Introduction\u003C/h1>\u003Cp data-start=\"48\" data-end=\"101\">Hello,\u003Cbr>I’m Mia Sato, AI Researcher at GDX Co., Ltd.\u003C/p>\u003Cp data-start=\"103\" data-end=\"241\">Recently, I have been supporting the development of a system that automatically generates regional marketing reports for client companies.\u003C/p>\u003Cp data-start=\"243\" data-end=\"415\">As I worked on the project, one issue became especially clear: many companies have data, but they spend an enormous amount of time organizing, cleaning, and aggregating it.\u003C/p>\u003Cp data-start=\"417\" data-end=\"616\">In particular, because the data submitted by each region often comes in slightly different formats, teams frequently have to correct Excel files, redo aggregations, and check data manually each time.\u003C/p>\u003Cp data-start=\"618\" data-end=\"685\">I believe this is a challenge that many companies are facing today.\u003C/p>\u003Cp data-start=\"687\" data-end=\"888\">Ideally, teams should be spending more time on analysis and strategic planning. In reality, however, much of their time is taken up by preparing the data before they can even begin the actual analysis.\u003C/p>\u003Cp data-start=\"890\" data-end=\"999\">Seeing this situation firsthand made me strongly feel that AI and automation could help improve this process.\u003C/p>\u003Cp data-start=\"1001\" data-end=\"1155\">In this article, I would like to share how GDX approached the introduction of automation, including the thinking behind the project and the steps we took.\u003C/p>\u003Cp data-start=\"1157\" data-end=\"1325\">If you have ever thought, “Our company may be facing a similar issue,” or “We want to introduce AI, but don’t know where to start,” I hope this article will be helpful.\u003C/p>\u003Ch1 data-section-id=\"1kep19n\" data-start=\"1327\" data-end=\"1393\">Before Creating Reports, the Team Had to Fix the Data Every Time\u003C/h1>\u003Cp data-start=\"1395\" data-end=\"1632\">In this client’s case, sales and inventory data were submitted by sales companies around the world. Based on this data, the product planning team and the integrated sales team created weekly reports, monthly reports, and summary reports.\u003C/p>\u003Cp data-start=\"1634\" data-end=\"1768\">They needed to review sales by region, check store-level trends, compare product-level performance, and analyze changes in e-commerce.\u003C/p>\u003Cp data-start=\"1770\" data-end=\"1823\">All of these tasks are important for decision-making.\u003C/p>\u003Cp data-start=\"1825\" data-end=\"1952\">However, when we looked closely at the actual data, we found that the formats submitted by each region were slightly different.\u003C/p>\u003Cp data-start=\"1954\" data-end=\"2247\">In one region, the sales column was labeled “Sales.”\u003Cbr>In another region, it was labeled “Revenue.”\u003Cbr>An item that had been in column C the previous month had moved to column D.\u003Cbr>Some product codes were submitted blank.\u003Cbr>Some cells contained NULL values, causing the process to stop halfway.\u003C/p>\u003Cp data-start=\"2249\" data-end=\"2295\">These issues were happening almost every week.\u003C/p>\u003Cp data-start=\"2297\" data-end=\"2560\">As a result, before creating a report, the person in charge first had to open the Excel file and check whether the columns had shifted, whether the required fields were included, whether formulas were broken, and whether VLOOKUP references were working correctly.\u003C/p>\u003Cp data-start=\"2562\" data-end=\"2694\">Depending on the situation, they also had to copy and paste data, transfer it into another Excel file, or correct formulas manually.\u003C/p>\u003Cp data-start=\"2696\" data-end=\"2872\">Each task may seem small on its own, but when repeated every week or every month, it becomes a significant burden. The more manual work involved, the higher the risk of errors.\u003C/p>\u003Cp data-start=\"2874\" data-end=\"2966\">One particularly serious issue was that it became difficult to trace the source of the data.\u003C/p>\u003Cp data-start=\"2968\" data-end=\"3229\">To compare data across regions or analyze it by store or product, the team had to transfer the data into separate Excel files and re-aggregate it. As this process was repeated, it became harder to identify which original source file the final figures came from.\u003C/p>\u003Cp data-start=\"3231\" data-end=\"3358\">In some cases, decisions could not be made without asking a small number of experienced employees who understood the data well.\u003C/p>\u003Cp data-start=\"3360\" data-end=\"3552\">Time that should have been spent analyzing sales factors, comparing regional performance, or examining e-commerce trends was instead being spent fixing Excel files and checking formula errors.\u003C/p>\u003Cfigure style=\"-webkit-text-stroke-width:0px;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:"Helvetica Neue", "Hiragino Sans", "Hiragino Kaku Gothic ProN", Arial, "Noto Sans JP", Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7a1938df-257a-400b-8d92-bff277f409ad\" id=\"7a1938df-257a-400b-8d92-bff277f409ad\">\u003Cfigure class=\"image\" style=\"height:auto !important;\">\u003Ca href=\"https://assets.st-note.com/img/1779431115-ixgTYDvUfLJjI2EZozBd1t6F.png?width=2000&height=2000&fit=bounds&quality=85\">\u003Cimg class=\"is-slide\" style=\"aspect-ratio:620/346;background-repeat:no-repeat;border-image:none 100% / 1 / 0 stretch;border:1px solid rgb(245, 248, 250);box-sizing:inherit;cursor:zoom-in;display:block;margin:0px auto;max-width:100%;padding:0px;text-align:center;vertical-align:initial;\" src=\"https://assets.st-note.com/img/1779431115-ixgTYDvUfLJjI2EZozBd1t6F.png?width=1200\" alt=\"画像\" width=\"620\" height=\"346\" loading=\"lazy\" data-modal=\"true\">\u003C/a>\u003C/figure>\u003Cfigcaption style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;display:block;font-size:14px;margin:0px;padding:0px;text-align:center;\"> \u003C/figcaption>\u003C/figure>\u003Ch1 data-section-id=\"1i1u97o\" data-start=\"3554\" data-end=\"3624\">The Real Issue Was Not Excel Work, but Inconsistent Data Definitions\u003C/h1>\u003Cp data-start=\"3626\" data-end=\"3716\">At first glance, it seemed like the problem could be solved simply by reducing Excel work.\u003C/p>\u003Cp data-start=\"3718\" data-end=\"3800\">However, as we investigated further, we found that the issue was deeper than that.\u003C/p>\u003Cp data-start=\"3802\" data-end=\"3908\">It was not only that column names differed. The meaning of each data field also varied slightly by region.\u003C/p>\u003Cp data-start=\"3910\" data-end=\"4121\">For example, even if a field appeared to represent “sales,” its definition could differ. Was the amount tax-inclusive or tax-exclusive? Did it include returns or not? Was it the amount before or after discounts?\u003C/p>\u003Cp data-start=\"4123\" data-end=\"4274\">Inventory data also changes meaning depending on whether it refers to warehouse inventory, store inventory, or inventory that includes allocated stock.\u003C/p>\u003Cp data-start=\"4276\" data-end=\"4473\">If AI is used to analyze data while these definitions remain inconsistent, the output may appear to compare regions properly, but in reality, it may be comparing data based on different conditions.\u003C/p>\u003Cp data-start=\"4475\" data-end=\"4649\">AI is useful, but it cannot automatically and accurately understand every company-specific rule or every assumption that is only implicitly shared among people on the ground.\u003C/p>\u003Cp data-start=\"4651\" data-end=\"4771\">That is why, before asking AI to process the data, it was necessary to align the meaning of the data among people first.\u003C/p>\u003Ch1 data-section-id=\"17t5feu\" data-start=\"4773\" data-end=\"4827\">What We Organized Before Handing the Work Over to AI\u003C/h1>\u003Cp data-start=\"4829\" data-end=\"4924\">In response to this situation, we did not try to hand everything over to AI from the beginning.\u003C/p>\u003Cp data-start=\"4926\" data-end=\"5039\">The first step was not deciding what AI should do. Instead, it was organizing the data and the business workflow.\u003C/p>\u003Cp data-start=\"5041\" data-end=\"5071\">We examined questions such as:\u003C/p>\u003Cp data-start=\"5073\" data-end=\"5361\">Which regions submit which types of data?\u003Cbr>What formats are used?\u003Cbr>Which fields have the same meaning, and which fields are defined differently?\u003Cbr>Where do people open Excel files and make corrections?\u003Cbr>Where does manual data transfer occur?\u003Cbr>Where are mistakes most likely to happen?\u003C/p>\u003Cp data-start=\"5363\" data-end=\"5491\">After mapping out this workflow, we separated the areas that could be automated from the areas that still required human review.\u003C/p>\u003Cp data-start=\"5493\" data-end=\"5556\">In this project, we mainly worked on the following three areas.\u003C/p>\u003Ch2 data-section-id=\"s2tcqu\" data-start=\"5558\" data-end=\"5621\">1. Making Data with the Same Meaning Usable as the Same Data\u003C/h2>\u003Cp data-start=\"5623\" data-end=\"5689\">The first step was to organize the definitions of each data field.\u003C/p>\u003Cp data-start=\"5691\" data-end=\"5818\">Terms such as “Sales,” “Revenue,” “Net Sales,” and “Sales Amount” may look similar, but they do not always mean the same thing.\u003C/p>\u003Cp data-start=\"5820\" data-end=\"6061\">We therefore checked differences such as tax-inclusive versus tax-exclusive amounts, how returns were handled, and whether figures were before or after discounts. Based on this, we defined standard fields to be used by the headquarters team.\u003C/p>\u003Cp data-start=\"6063\" data-end=\"6234\">We also clarified which fields should be mandatory, what units should be used, which code systems should be applied, and how NULL values or blank fields should be handled.\u003C/p>\u003Cp data-start=\"6236\" data-end=\"6447\">This process may seem simple and unglamorous, but it is extremely important when using AI. If this foundation remains unclear, even advanced AI tools will not produce outputs that people on the ground can trust.\u003C/p>\u003Ch2 data-section-id=\"1ba7p4z\" data-start=\"6449\" data-end=\"6510\">2. Reducing Manual Weekly Excel Checks as Much as Possible\u003C/h2>\u003Cp data-start=\"6512\" data-end=\"6601\">Next, we worked on automating the Excel checking tasks that had been repeated every week.\u003C/p>\u003Cp data-start=\"6603\" data-end=\"6751\">Previously, the person in charge manually opened each file and checked column names, column shifts, NULL values, and missing product or store codes.\u003C/p>\u003Cp data-start=\"6753\" data-end=\"6872\">At GDX, we built a workflow that checks, transforms, and integrates files as soon as they are submitted by each region.\u003C/p>\u003Cp data-start=\"6874\" data-end=\"7172\">For example, whether a column is labeled “Sales” or “Revenue,” the system can treat it as the same sales field. Even if the column position changes, the system can still read the necessary fields. If a product code is missing, the system can identify which region and which file contains the issue.\u003C/p>\u003Cp data-start=\"7174\" data-end=\"7258\">This means that the person in charge no longer has to check every file from scratch.\u003C/p>\u003Cp data-start=\"7260\" data-end=\"7397\">Of course, final confirmation is still performed by people. However, the areas that require human review are significantly narrowed down.\u003C/p>\u003Cp data-start=\"7399\" data-end=\"7551\">As a result, the time spent on routine weekly work was reduced, making it easier for the team to focus on sales factor analysis and regional comparison.\u003C/p>\u003Ch2 data-section-id=\"1jogtge\" data-start=\"7553\" data-end=\"7621\">3. Gradually Improving the Submission Format on the Regional Side\u003C/h2>\u003Cp data-start=\"7623\" data-end=\"7806\">By creating a system on the headquarters side to clean and standardize data, reports submitted in different formats by different regions can be converted into a more common structure.\u003C/p>\u003Cp data-start=\"7808\" data-end=\"7843\">However, this alone has its limits.\u003C/p>\u003Cp data-start=\"7845\" data-end=\"8061\">If major conversions and corrections are required every time, operational workload will remain. Therefore, in the long term, it is also necessary to gradually improve the format used by the teams submitting the data.\u003C/p>\u003Cp data-start=\"8063\" data-end=\"8458\">For example, required fields such as product code, store code, target period, sales amount, sales quantity, and product category should be clearly defined. Fields that are prone to input errors can be changed to selection-based inputs. NULL values and missing entries can be checked before submission. Rules can also be established for updating master data when new stores or products are added.\u003C/p>\u003Cp data-start=\"8460\" data-end=\"8567\">That said, it is not necessary to demand a perfect unified format from all regions from the very beginning.\u003C/p>\u003Cp data-start=\"8569\" data-end=\"8797\">A more practical approach is to first automate the process on the headquarters side, identify where discrepancies tend to occur and which fields are often missing, and then gradually improve formats and input rules where needed.\u003C/p>\u003Cp data-start=\"8799\" data-end=\"8902\">We believe this approach is easier for local teams to accept and more sustainable in actual operations.\u003C/p>\u003Ch1 data-section-id=\"a0m904\" data-start=\"8904\" data-end=\"8941\">Conclusion: How GDX Can Support You\u003C/h1>\u003Cp data-start=\"8943\" data-end=\"9047\">Through this project, I was reminded once again that AI adoption is not simply about introducing a tool.\u003C/p>\u003Cp data-start=\"9049\" data-end=\"9169\">What matters even more is how clearly the meaning of the data and the business workflow are organized before AI is used.\u003C/p>\u003Cp data-start=\"9171\" data-end=\"9304\">AI can be a powerful tool for organizing regional changes, identifying product-level trends, and creating draft comments for reports.\u003C/p>\u003Cp data-start=\"9306\" data-end=\"9384\">However, for AI to work effectively, the data it reads must first be reliable.\u003C/p>\u003Cp data-start=\"9386\" data-end=\"9549\">The purpose of automation is not to eliminate human work. It is to allow people to spend more time on the analysis and judgment that truly require human expertise.\u003C/p>\u003Cp data-start=\"9551\" data-end=\"9800\">At GDX, we provide end-to-end support, from reviewing current business workflows and organizing format differences across regions and subsidiaries, to designing data transformation rules, generating reports with AI, and improving submission formats.\u003C/p>\u003Cp data-start=\"9802\" data-end=\"10061\">If your company is facing challenges such as spending too much time creating weekly or monthly reports, dealing with different report formats across regions or subsidiaries, or wanting to use AI but not knowing where to start, please feel free to contact GDX.\u003C/p>\u003Cp data-start=\"10063\" data-end=\"10422\" data-is-last-node=\"\" data-is-only-node=\"\">Part of this article was created with the support of ChatGPT and then edited and revised by the author. The content reflects the author’s personal views and does not represent the official views or statements of GDX Co., Ltd. The information is for reference purposes only; please refer to official announcements and primary sources for confirmed information.\u003C/p>",{"topics_id":24,"ymd":25,"contents_type":7,"subject":26,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":27,"update_ymdhi":28,"topics_group_id":12,"slug":29,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":30,"thumbs":31,"wysiwyg":32},158,"2026-05-15","Reducing Demand Forecast Review and Formatting Work: How AI Automation Can Support Order Decisions","2026-05-15T16:31:59+09:00","2026-05-15T17:52:05+09:00","21-20260515",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1778830494/files/user/ページ：ニュース/15-20220630 (14).jpg","\u003Ch2 data-section-id=\"13ax1s5\" data-start=\"195\" data-end=\"210\">Introduction\u003C/h2>\u003Cp data-start=\"212\" data-end=\"270\">My name is Mia Sato, and I work on AI research at GDX Inc.\u003C/p>\u003Cp data-start=\"272\" data-end=\"480\">At GDX, we have developed an in-house AI-powered order decision support system to help reduce the workload involved in order decisions, inventory checks, and pre-meeting alignment in EC and retail operations.\u003C/p>\u003Cp data-start=\"482\" data-end=\"691\">For global footwear brands, or retail and EC companies selling products across multiple regions, sales trends can vary significantly depending on country, region, SKU, size, color, season, and campaign timing.\u003C/p>\u003Cp data-start=\"693\" data-end=\"877\">As a result, before placing orders, teams need to review a wide range of information, such as sales data, inventory levels, past order history, inbound lead times, and promotion plans.\u003C/p>\u003Cp data-start=\"879\" data-end=\"1125\">In this article, I will introduce how our AI-powered order decision support system helps organize the information needed before order decisions are made, and how it makes it easier for order managers to identify the key points they should review.\u003C/p>\u003Chr data-start=\"1127\" data-end=\"1130\">\u003Ch2 data-section-id=\"1d71n2v\" data-start=\"1132\" data-end=\"1204\">Why Order and Inventory Management Often Requires So Much Review Time\u003C/h2>\u003Cp data-start=\"1206\" data-end=\"1321\">In order and inventory management, there are many situations where numbers alone are not enough to make a decision.\u003C/p>\u003Cp data-start=\"1323\" data-end=\"1463\">For example, during a Monday morning order meeting, a team member may open several Excel files and reports while checking questions such as:\u003C/p>\u003Cp data-start=\"1465\" data-end=\"1639\">“Which products should we reorder?”\u003Cbr>“Which products have higher inventory risk?”\u003Cbr>“Which SKUs need human review?”\u003Cbr>“Why is this region showing a different sales pattern?”\u003C/p>\u003Cp data-start=\"1641\" data-end=\"1738\">When the number of SKUs is small, these checks may still be manageable based on human experience.\u003C/p>\u003Cp data-start=\"1740\" data-end=\"1888\">However, when the number of products is large and sales regions are spread across multiple markets, the number of items to review increases quickly.\u003C/p>\u003Cp data-start=\"1890\" data-end=\"1967\">In addition, order decisions cannot be made by looking at sales volume alone.\u003C/p>\u003Cp data-start=\"1969\" data-end=\"2120\">Teams also need to consider current inventory levels, past order timing, inbound lead times, regional sales pace, campaign plans, and seasonal factors.\u003C/p>\u003Cp data-start=\"2122\" data-end=\"2385\">For example, in one country, demand for sneakers may increase during a specific season every year.\u003Cbr>In another country, even the same product may sell better in different sizes.\u003Cbr>In another region, demand may increase temporarily only during a promotion period.\u003C/p>\u003Cp data-start=\"2387\" data-end=\"2550\">If these differences are organized manually every time based only on human experience, both pre-meeting preparation and meeting discussions can take a lot of time.\u003C/p>\u003Cp data-start=\"2552\" data-end=\"2659\">This is exactly the kind of issue that GDX aims to solve with its AI-powered order decision support system.\u003C/p>\u003Cp data-start=\"2661\" data-end=\"2711\">The goal is not to let AI make the final decision.\u003C/p>\u003Cp data-start=\"2713\" data-end=\"2915\">Rather, the goal is to organize the information that order managers need before making decisions, reduce the number of items they need to check, and make it easier to prioritize what should be reviewed.\u003C/p>\u003Chr data-start=\"2917\" data-end=\"2920\">\u003Ch2 data-section-id=\"1juddjw\" data-start=\"2922\" data-end=\"2978\">What Is the AI-Powered Order Decision Support System?\u003C/h2>\u003Cp data-start=\"2980\" data-end=\"3098\">The inventory optimization system is an order support system developed in-house by GDX, using machine learning and AI.\u003C/p>\u003Cp data-start=\"3100\" data-end=\"3248\">Based on sales data, inventory data, and past inbound and order data, the system analyzes demand and provides reference values for order quantities.\u003C/p>\u003Cp data-start=\"3250\" data-end=\"3336\">What is especially important is that the system does not simply look at overall sales.\u003C/p>\u003Cp data-start=\"3338\" data-end=\"3412\">The AI-powered order decision support system combines information such as:\u003C/p>\u003Cul data-start=\"3414\" data-end=\"3639\">\u003Cli data-section-id=\"sbmhx7\" data-start=\"3414\" data-end=\"3443\">Sales performance by region\u003C/li>\u003Cli data-section-id=\"1hw7e5q\" data-start=\"3444\" data-end=\"3470\">Current inventory levels\u003C/li>\u003Cli data-section-id=\"p6k0hs\" data-start=\"3471\" data-end=\"3490\">Past order timing\u003C/li>\u003Cli data-section-id=\"1iwc284\" data-start=\"3491\" data-end=\"3510\">Inbound lead time\u003C/li>\u003Cli data-section-id=\"11knp0d\" data-start=\"3511\" data-end=\"3531\">SKU-level movement\u003C/li>\u003Cli data-section-id=\"1e400vl\" data-start=\"3532\" data-end=\"3585\">Sales differences by size, color, and specification\u003C/li>\u003Cli data-section-id=\"1fcp6tu\" data-start=\"3586\" data-end=\"3639\">Demand fluctuations caused by seasons and campaigns\u003C/li>\u003C/ul>\u003Cp data-start=\"3641\" data-end=\"3823\">Using an LLM module, the system analyzes sales data, inventory data, and yearly inbound and order data, then proposes order quantities based on the ordering frequency of each region.\u003C/p>\u003Cp data-start=\"3825\" data-end=\"3935\">In other words, the AI-powered order decision support system is not designed to automatically finalize orders.\u003C/p>\u003Cp data-start=\"3937\" data-end=\"4042\">It is a system that prepares the necessary information before the order manager makes the final decision.\u003C/p>\u003Cp data-start=\"4044\" data-end=\"4236\">Which products should be reviewed first?\u003Cbr>Which SKUs have a higher risk of stockout?\u003Cbr>Which products may lead to excess inventory?\u003Cbr>Which proposed values should be checked again by a human?\u003C/p>\u003Cp data-start=\"4238\" data-end=\"4371\">By organizing these points in advance, the person in charge no longer needs to review every product with the same level of attention.\u003C/p>\u003Chr data-start=\"4373\" data-end=\"4376\">\u003Ch2 data-section-id=\"1kc9see\" data-start=\"4378\" data-end=\"4407\">What Can AI Help Organize?\u003C/h2>\u003Cp data-start=\"4409\" data-end=\"4539\">The order proposal report generated by the AI-powered order decision support system serves as a working draft for order decisions.\u003C/p>\u003Cp data-start=\"4541\" data-end=\"4590\">For example, users can check information such as:\u003C/p>\u003Cul data-start=\"4592\" data-end=\"4873\">\u003Cli data-section-id=\"ug2ggo\" data-start=\"4592\" data-end=\"4629\">Recommended order quantities by SKU\u003C/li>\u003Cli data-section-id=\"15ab7ee\" data-start=\"4630\" data-end=\"4655\">Demand trends by region\u003C/li>\u003Cli data-section-id=\"5ovmvs\" data-start=\"4656\" data-end=\"4705\">Products that may soon face inventory shortages\u003C/li>\u003Cli data-section-id=\"1ex6paq\" data-start=\"4706\" data-end=\"4748\">Products that should be ordered urgently\u003C/li>\u003Cli data-section-id=\"1m0tm2b\" data-start=\"4749\" data-end=\"4794\">Products likely to lead to excess inventory\u003C/li>\u003Cli data-section-id=\"va3djs\" data-start=\"4795\" data-end=\"4832\">Differences from past order results\u003C/li>\u003Cli data-section-id=\"16o3qnx\" data-start=\"4833\" data-end=\"4873\">SKUs that should be reviewed by humans\u003C/li>\u003C/ul>\u003Cp data-start=\"4875\" data-end=\"4960\">What matters here is that the numbers generated by AI are not meant to be used as-is.\u003C/p>\u003Cp data-start=\"4962\" data-end=\"5037\">Demand forecasting does not end simply because numbers have been generated.\u003C/p>\u003Cp data-start=\"5039\" data-end=\"5153\">Why was this order quantity suggested?\u003Cbr>Which products should be prioritized?\u003Cbr>Which areas require human review?\u003C/p>\u003Cp data-start=\"5155\" data-end=\"5260\">Only when this level of context is organized does the information become truly useful for order managers.\u003C/p>\u003Cp data-start=\"5262\" data-end=\"5455\">For example, instead of checking a full list of all products, the team can prioritize products with a high risk of stockout or products that show a large difference from previous order results.\u003C/p>\u003Cp data-start=\"5457\" data-end=\"5608\">Similarly, the system can highlight only SKUs with significant demand changes, while lowering the review priority of products that are moving as usual.\u003C/p>\u003Cp data-start=\"5610\" data-end=\"5671\">In this way, the role of AI is not to replace human judgment.\u003C/p>\u003Cp data-start=\"5673\" data-end=\"5739\">Its role is to support the preparation that comes before judgment.\u003C/p>\u003Cp data-start=\"5741\" data-end=\"5948\">It helps reduce the number of items that need to be reviewed.\u003Cbr>It helps organize priorities.\u003Cbr>It helps identify outliers and products with large changes.\u003Cbr>It helps align discussion points before meetings.\u003C/p>\u003Cp data-start=\"5950\" data-end=\"6060\">The AI-powered order decision support system is designed to reduce this kind of upstream operational workload.\u003C/p>\u003Chr data-start=\"6062\" data-end=\"6065\">\u003Ch2 data-section-id=\"1tj0wlf\" data-start=\"6067\" data-end=\"6092\">Client Validation Case\u003C/h2>\u003Cp data-start=\"6094\" data-end=\"6190\">The AI-powered order decision support system has also been tested with an actual client company.\u003C/p>\u003Cp data-start=\"6192\" data-end=\"6331\">In one client PoC, we compared traditional manual ordering with order results generated using our AI-powered order decision support system.\u003C/p>\u003Cp data-start=\"6333\" data-end=\"6381\">The validation covered approximately 1,000 SKUs.\u003C/p>\u003Cp data-start=\"6383\" data-end=\"6463\">Over a period of five months, approximately 5,000 order decisions were compared.\u003C/p>\u003Cp data-start=\"6465\" data-end=\"6515\">As a result, traditional manual ordering recorded:\u003C/p>\u003Cul data-start=\"6517\" data-end=\"6560\">\u003Cli data-section-id=\"1xt5gh0\" data-start=\"6517\" data-end=\"6538\">Stockout count: 380\u003C/li>\u003Cli data-section-id=\"xyebf8\" data-start=\"6539\" data-end=\"6560\">Stockout rate: 7.6%\u003C/li>\u003C/ul>\u003Cp data-start=\"6562\" data-end=\"6665\">By contrast, ordering supported by the AI-powered order decision support system reduced the results to:\u003C/p>\u003Cul data-start=\"6667\" data-end=\"6710\">\u003Cli data-section-id=\"1xt5ia5\" data-start=\"6667\" data-end=\"6688\">Stockout count: 130\u003C/li>\u003Cli data-section-id=\"xyhxwx\" data-start=\"6689\" data-end=\"6710\">Stockout rate: 2.6%\u003C/li>\u003C/ul>\u003Cp data-start=\"6712\" data-end=\"6825\">Although this was still at the PoC stage, the results showed a tendency to reduce stockouts to roughly one-third.\u003C/p>\u003Cp data-start=\"6827\" data-end=\"6913\">What is especially important is that the system does not simply “generate a forecast.”\u003C/p>\u003Cp data-start=\"6915\" data-end=\"7012\">It helps organize which products should be reviewed first by taking into account factors such as:\u003C/p>\u003Cul data-start=\"7014\" data-end=\"7110\">\u003Cli data-section-id=\"1ilwywq\" data-start=\"7014\" data-end=\"7028\">Sales trends\u003C/li>\u003Cli data-section-id=\"1tygro6\" data-start=\"7029\" data-end=\"7047\">Inventory status\u003C/li>\u003Cli data-section-id=\"1g3izy2\" data-start=\"7048\" data-end=\"7071\">SKU-level differences\u003C/li>\u003Cli data-section-id=\"zv8o1j\" data-start=\"7072\" data-end=\"7092\">Inbound lead times\u003C/li>\u003Cli data-section-id=\"186g14k\" data-start=\"7093\" data-end=\"7110\">Campaign impact\u003C/li>\u003C/ul>\u003Cp data-start=\"7112\" data-end=\"7241\">In order operations, even experienced team members can find it difficult to oversee everything when the number of SKUs increases.\u003C/p>\u003Cp data-start=\"7243\" data-end=\"7463\">We believe one of the major values of the AI-powered order decision support system is that it helps support order decisions while reducing the workload involved in checking items and aligning information before meetings.\u003C/p>\u003Cp data-start=\"7465\" data-end=\"7627\">Of course, results may vary depending on the industry, product characteristics, and regional differences. The same results cannot be guaranteed for every company.\u003C/p>\u003Cp data-start=\"7629\" data-end=\"7833\">However, for companies managing a large number of SKUs, being able to organize demand fluctuations and inventory risks based on sales data, inventory data, and order history can provide significant value.\u003C/p>\u003Chr data-start=\"7835\" data-end=\"7838\">\u003Ch2 data-section-id=\"luigx5\" data-start=\"7840\" data-end=\"7881\">Expected Benefits After Implementation\u003C/h2>\u003Cp data-start=\"7883\" data-end=\"8018\">Based on the client validation results, the AI-powered order decision support system can be expected to deliver the following benefits.\u003C/p>\u003Ch3 data-section-id=\"ta6hxt\" data-start=\"8020\" data-end=\"8049\">1. Reducing Stockout Risk\u003C/h3>\u003Cp data-start=\"8051\" data-end=\"8254\">The system makes it easier to identify products that are likely to face stockouts or inventory shortages in advance, helping teams make earlier decisions about additional orders or inventory adjustments.\u003C/p>\u003Cp data-start=\"8256\" data-end=\"8288\">As a result, it can help reduce:\u003C/p>\u003Cul data-start=\"8290\" data-end=\"8354\">\u003Cli data-section-id=\"kbxl7o\" data-start=\"8290\" data-end=\"8302\">Lost sales\u003C/li>\u003Cli data-section-id=\"1twezwa\" data-start=\"8303\" data-end=\"8331\">Missed sales opportunities\u003C/li>\u003Cli data-section-id=\"1a50yk5\" data-start=\"8332\" data-end=\"8354\">Urgent response work\u003C/li>\u003C/ul>\u003Ch3 data-section-id=\"112q7rg\" data-start=\"8356\" data-end=\"8383\">2. Optimizing Inventory\u003C/h3>\u003Cp data-start=\"8385\" data-end=\"8554\">By organizing sales performance, inventory levels, inbound lead times, and inventory status across stores and warehouses, the system helps teams identify issues such as:\u003C/p>\u003Cul data-start=\"8556\" data-end=\"8623\">\u003Cli data-section-id=\"smgd5\" data-start=\"8556\" data-end=\"8574\">Excess inventory\u003C/li>\u003Cli data-section-id=\"xitbhk\" data-start=\"8575\" data-end=\"8593\">Slow-moving SKUs\u003C/li>\u003Cli data-section-id=\"68zr5d\" data-start=\"8594\" data-end=\"8623\">Uneven inventory allocation\u003C/li>\u003C/ul>\u003Cp data-start=\"8625\" data-end=\"8674\">These issues can be detected at an earlier stage.\u003C/p>\u003Cp data-start=\"8676\" data-end=\"8777\">This is an area where companies with a large number of SKUs are especially likely to feel the impact.\u003C/p>\u003Ch3 data-section-id=\"qc6yaf\" data-start=\"8779\" data-end=\"8814\">3. Contributing to Sales Growth\u003C/h3>\u003Cp data-start=\"8816\" data-end=\"8961\">By making it easier to place high-demand products in the right location at the right time, the system can help reduce missed sales opportunities.\u003C/p>\u003Cp data-start=\"8963\" data-end=\"9020\">It also makes it easier to respond to situations such as:\u003C/p>\u003Cul data-start=\"9022\" data-end=\"9129\">\u003Cli data-section-id=\"1w28cfi\" data-start=\"9022\" data-end=\"9060\">Inventory shortages during campaigns\u003C/li>\u003Cli data-section-id=\"bd2tbx\" data-start=\"9061\" data-end=\"9090\">Unexpected demand increases\u003C/li>\u003Cli data-section-id=\"11oewss\" data-start=\"9091\" data-end=\"9129\">Regional differences in sales trends\u003C/li>\u003C/ul>\u003Cp data-start=\"9131\" data-end=\"9178\">As a result, it can contribute to sales growth.\u003C/p>\u003Chr data-start=\"9180\" data-end=\"9183\">\u003Ch2 data-section-id=\"1ubgf0u\" data-start=\"9185\" data-end=\"9228\">Where Is This System Useful in Practice?\u003C/h2>\u003Cp data-start=\"9230\" data-end=\"9416\">The AI-powered order decision support system is especially suitable for companies with many products, large regional differences, demand fluctuations, and time-consuming order decisions.\u003C/p>\u003Cp data-start=\"9418\" data-end=\"9534\">One example is industries such as apparel, footwear, and sporting goods, where the number of SKUs tends to be large.\u003C/p>\u003Cp data-start=\"9536\" data-end=\"9652\">In these industries, even the same product can sell differently depending on size, color, model, gender, and region.\u003C/p>\u003Cp data-start=\"9654\" data-end=\"9851\">In one country, larger sizes may sell well.\u003Cbr>In another region, basic colors may sell steadily.\u003Cbr>In another region, demand for a specific model may increase sharply only during a campaign period.\u003C/p>\u003Cp data-start=\"9853\" data-end=\"9967\">Checking these differences in Excel every time and deciding order quantities manually can be a significant burden.\u003C/p>\u003Cp data-start=\"9969\" data-end=\"10154\">With the AI-powered order decision support system, teams can receive suggested order quantities based on the sales pace, inventory levels, and past order records of each region and SKU.\u003C/p>\u003Cp data-start=\"10156\" data-end=\"10279\">Instead of reviewing all products using the same standard, teams can start by checking the products that require attention.\u003C/p>\u003Cp data-start=\"10281\" data-end=\"10397\">The system is also useful in industries with frequent replenishment, such as food, beverages, and daily necessities.\u003C/p>\u003Cp data-start=\"10399\" data-end=\"10496\">In these areas, demand is easily influenced by seasons, temperature, events, and consumer habits.\u003C/p>\u003Cp data-start=\"10498\" data-end=\"10686\">If a company orders too much because it expects strong sales, it may face inventory or disposal risk.\u003Cbr>If it estimates demand too low, it may run out of stock during a high-demand period.\u003C/p>\u003Cp data-start=\"10688\" data-end=\"10901\">By using the AI-powered order decision support system, teams can more easily determine which products should be replenished and when, based on sales pace, inventory levels, inbound lead times, and past order data.\u003C/p>\u003Cp data-start=\"10903\" data-end=\"11083\">The system can also help organize order decisions in industries such as home appliances, electronics, and parts, where products often have higher unit prices and longer lead times.\u003C/p>\u003Cp data-start=\"11085\" data-end=\"11164\">If a popular model runs out of stock, the company may lose sales opportunities.\u003C/p>\u003Cp data-start=\"11166\" data-end=\"11296\">On the other hand, if too much inventory of an older model remains, inventory burden may increase after the launch of a new model.\u003C/p>\u003Cp data-start=\"11298\" data-end=\"11363\">In other words, both stockouts and excess inventory are problems.\u003C/p>\u003Cp data-start=\"11365\" data-end=\"11556\">To balance these risks, it is important to organize past sales data, inventory data, inbound data, and order lead times so that replenishment timing can be understood more clearly by product.\u003C/p>\u003Chr data-start=\"11558\" data-end=\"11561\">\u003Ch2 data-section-id=\"1aq6ft8\" data-start=\"11563\" data-end=\"11581\">What GDX Values\u003C/h2>\u003Cp data-start=\"11583\" data-end=\"11641\">What GDX values is not AI implementation for its own sake.\u003C/p>\u003Cp data-start=\"11643\" data-end=\"11673\">We focus on questions such as:\u003C/p>\u003Cp data-start=\"11675\" data-end=\"11835\">Where does the operational burden occur?\u003Cbr>Which decisions take time?\u003Cbr>What information needs to be organized so that the person in charge can act more easily?\u003C/p>\u003Cp data-start=\"11837\" data-end=\"11948\">We believe it is important to understand this operational design first, and then apply AI and machine learning.\u003C/p>\u003Cp data-start=\"11950\" data-end=\"12107\">In order and inventory management, trying to automate the final decision from the beginning can make it difficult for the system to be accepted by the field.\u003C/p>\u003Cp data-start=\"12109\" data-end=\"12308\">This is because order decisions often include elements that cannot be judged by data alone, such as promotion plans, local sales conditions, relationships with business partners, and past experience.\u003C/p>\u003Cp data-start=\"12310\" data-end=\"12437\">That is why we believe the first step should be to organize the upstream process so that people can make decisions more easily.\u003C/p>\u003Cp data-start=\"12439\" data-end=\"12624\">Organize sales data.\u003Cbr>Make inventory risk visible.\u003Cbr>Narrow down the SKUs that need to be reviewed.\u003Cbr>Summarize discussion points before meetings.\u003Cbr>Create a draft of order quantities.\u003C/p>\u003Cp data-start=\"12626\" data-end=\"12695\">This sequence is more likely to fit naturally into actual operations.\u003C/p>\u003Cp data-start=\"12697\" data-end=\"12790\">The AI-powered order decision support system is also not intended to fully automate ordering.\u003C/p>\u003Cp data-start=\"12792\" data-end=\"12932\">Ultimately, sales companies and order managers review the order proposal report, make adjustments as needed, and finalize the order details.\u003C/p>\u003Cp data-start=\"12934\" data-end=\"13002\">AI is used to create a state where people can make better decisions.\u003C/p>\u003Cp data-start=\"13004\" data-end=\"13040\">This is the balance that GDX values.\u003C/p>\u003Chr data-start=\"13042\" data-end=\"13045\">\u003Ch2 data-section-id=\"p3au6j\" data-start=\"13047\" data-end=\"13092\">Contact Us for Implementation Consultation\u003C/h2>\u003Cp data-start=\"13094\" data-end=\"13193\">The AI-powered order decision support system may be useful for companies facing challenges such as:\u003C/p>\u003Cul data-start=\"13195\" data-end=\"13562\">\u003Cli data-section-id=\"1k7f5yw\" data-start=\"13195\" data-end=\"13244\">Too many SKUs to review every product in detail\u003C/li>\u003Cli data-section-id=\"1m6490c\" data-start=\"13245\" data-end=\"13279\">Different sales trends by region\u003C/li>\u003Cli data-section-id=\"1hwml9g\" data-start=\"13280\" data-end=\"13345\">Too much time spent on order meetings and pre-meeting alignment\u003C/li>\u003Cli data-section-id=\"tvysm7\" data-start=\"13346\" data-end=\"13402\">A need to organize stockout and excess inventory risks\u003C/li>\u003Cli data-section-id=\"1jjabj7\" data-start=\"13403\" data-end=\"13462\">Heavy workloads from Excel-based aggregation and checking\u003C/li>\u003Cli data-section-id=\"40ojuj\" data-start=\"13463\" data-end=\"13562\">A need to share the basis of order decisions more easily between headquarters and sales companies\u003C/li>\u003C/ul>\u003Cp data-start=\"13564\" data-end=\"13752\">For example, this may apply when team members spend weekly order meetings reviewing multiple documents to decide which products should be reordered and which products carry inventory risk.\u003C/p>\u003Cp data-start=\"13754\" data-end=\"13890\">It may also apply when sales trends differ by region, and even the same SKU requires different order decisions depending on the country.\u003C/p>\u003Cp data-start=\"13892\" data-end=\"14066\">In these situations, using sales data and inventory data to organize the upstream process before order decisions can help reduce checking work and pre-meeting alignment time.\u003C/p>\u003Cp data-start=\"14068\" data-end=\"14172\">The value of the AI-powered order decision support system is not limited to demand forecasting accuracy.\u003C/p>\u003Cp data-start=\"14174\" data-end=\"14401\">In practice, its value often appears in reducing the time required to prepare before each order, making it easier to identify the SKUs that should be reviewed, and helping meetings move directly into concrete discussion points.\u003C/p>\u003Cp data-start=\"14403\" data-end=\"14556\">If your company would like to use sales data and inventory data to organize the upstream process before order decisions, please feel free to contact GDX.\u003C/p>\u003Chr data-start=\"14594\" data-end=\"14597\">\u003Cp data-start=\"14599\" data-end=\"14963\" data-is-last-node=\"\" data-is-only-node=\"\">\u003Cem data-start=\"14599\" data-end=\"14963\" data-is-last-node=\"\">\u003Ci>This article was partially created with the support of ChatGPT and edited by the author. It is intended to introduce the overview of the AI-powered order decision support system developed in-house by GDX. The information is based on details available at the time of publication. Service content and specifications may change. For details, please contact GDX Inc.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":34,"ymd":35,"contents_type":7,"subject":36,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":37,"update_ymdhi":38,"topics_group_id":12,"slug":39,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":40,"thumbs":41,"wysiwyg":42},157,"2026-05-01","How Workspace Agents Are Changing Recurring Team Work in ChatGPT","2026-05-01T15:58:23+09:00","2026-05-01T16:07:33+09:00","21-20260501",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1777618808/files/user/ページ：ニュース/15-20220630 (12).jpg","\u003Ch1 data-section-id=\"12q1sue\" data-start=\"59\" data-end=\"73\">Introduction\u003C/h1>\u003Cp data-start=\"75\" data-end=\"121\">Hello, I’m Mia Sato from the AI Research team.\u003C/p>\u003Cp data-start=\"123\" data-end=\"407\">In this article, I’ll introduce \u003Cstrong data-start=\"155\" data-end=\"186\">Workspace agents in ChatGPT\u003C/strong>, announced by OpenAI on April 22, 2026.\u003Cbr>Workspace agents are a feature that allows teams to create agents inside ChatGPT and connect them with internal tools and files, making recurring team workflows easier to manage.\u003C/p>\u003Cp data-start=\"409\" data-end=\"455\">In this article, we’ll cover three key points:\u003C/p>\u003Cul data-start=\"457\" data-end=\"612\">\u003Cli data-section-id=\"1ywekm9\" data-start=\"457\" data-end=\"507\">The main features of Workspace agents in ChatGPT\u003C/li>\u003Cli data-section-id=\"1vvkbqy\" data-start=\"508\" data-end=\"555\">How they differ from Projects and Custom GPTs\u003C/li>\u003Cli data-section-id=\"18ucu78\" data-start=\"556\" data-end=\"612\">How they can be used in EC operations and DX workflows\u003C/li>\u003C/ul>\u003Cp data-start=\"614\" data-end=\"695\">Inside GDX clients’ organizations, conversations like the following often happen:\u003C/p>\u003Cp data-start=\"697\" data-end=\"916\">“Which period was this number calculated for?”\u003Cbr>“The inventory sheet has been updated, but it may not have been reflected in the promotional materials yet.”\u003Cbr>“Then let’s summarize everything again before the meeting.”\u003C/p>\u003Cp data-start=\"918\" data-end=\"1036\">The data exists.\u003Cbr>But teams have to collect it again every time.\u003Cbr>Just aligning on the basic assumptions takes time.\u003C/p>\u003Cp data-start=\"1038\" data-end=\"1065\">This is quietly exhausting.\u003C/p>\u003Cp data-start=\"1067\" data-end=\"1364\">That is why a system that allows teams to share recurring workflows as agents, while connecting them with the necessary tools and procedures, has strong potential.\u003Cbr>In this article, we’ll look at Workspace agents from the perspective of reducing pre-meeting alignment work and unnecessary rework.\u003C/p>\u003Ch1 data-section-id=\"12nk0c5\" data-start=\"1366\" data-end=\"1396\">Introducing Workspace Agents\u003C/h1>\u003Cp data-start=\"1398\" data-end=\"1489\">In simple terms, \u003Cstrong data-start=\"1415\" data-end=\"1488\">Workspace agents in ChatGPT are business agents designed for team use\u003C/strong>.\u003C/p>\u003Cp data-start=\"1491\" data-end=\"1747\">OpenAI describes Workspace agents as an evolution of GPTs. They are built on Codex, run in the cloud, and are designed to be used from ChatGPT or Slack. Another key feature is that they can be shared within a team and improved over time through actual use.\u003C/p>\u003Cp data-start=\"1749\" data-end=\"1798\">Their main features can be summarized as follows:\u003C/p>\u003Cul data-start=\"1800\" data-end=\"2062\">\u003Cli data-section-id=\"ff0xa\" data-start=\"1800\" data-end=\"1848\">Create agents that can be shared across a team\u003C/li>\u003Cli data-section-id=\"1iqvffk\" data-start=\"1849\" data-end=\"1884\">Call agents from ChatGPT or Slack\u003C/li>\u003Cli data-section-id=\"1m1h83y\" data-start=\"1885\" data-end=\"1911\">Run agents on a schedule\u003C/li>\u003Cli data-section-id=\"1yep9ca\" data-start=\"1912\" data-end=\"1982\">Connect agents with apps such as Google Drive, Slack, and SharePoint\u003C/li>\u003Cli data-section-id=\"q17rzp\" data-start=\"1983\" data-end=\"2009\">Combine Skills and files\u003C/li>\u003Cli data-section-id=\"xu9e31\" data-start=\"2010\" data-end=\"2046\">Ask for human approval when needed\u003C/li>\u003Cli data-section-id=\"pxb5gp\" data-start=\"2047\" data-end=\"2062\">Analyze usage\u003C/li>\u003C/ul>\u003Cp data-start=\"2064\" data-end=\"2244\">In other words, this is not a feature for asking a one-time question.\u003Cbr>It is better suited to work that happens every week, every day, or every time a certain process is repeated.\u003C/p>\u003Cp data-start=\"2246\" data-end=\"2258\">For example:\u003C/p>\u003Cul data-start=\"2260\" data-end=\"2485\">\u003Cli data-section-id=\"1n20g6e\" data-start=\"2260\" data-end=\"2314\">Collecting numbers and writing a report every Friday\u003C/li>\u003Cli data-section-id=\"lvowk8\" data-start=\"2315\" data-end=\"2409\">Reviewing the promotional calendar and inventory sheet to align assumptions before a meeting\u003C/li>\u003Cli data-section-id=\"1asew5x\" data-start=\"2410\" data-end=\"2485\">Checking product registration details from the same perspective each time\u003C/li>\u003C/ul>\u003Cp data-start=\"2487\" data-end=\"2640\">It may be easier to understand Workspace agents as a feature that turns “work that requires the same explanation every time” into a shared team workflow.\u003C/p>\u003Cp data-start=\"2642\" data-end=\"2793\">At first glance, Workspace agents may seem similar to other ChatGPT features.\u003Cbr>So let’s briefly look at how they differ from Projects and Custom GPTs.\u003C/p>\u003Ch1 data-section-id=\"1eh794j\" data-start=\"2795\" data-end=\"2838\">How Workspace Agents Differ from Projects\u003C/h1>\u003Cp data-start=\"2840\" data-end=\"3042\">A Project is like a workspace where related conversations and files are collected.\u003Cbr>For example, it can be used to store materials, past conversations, and planning notes for an EC improvement project.\u003C/p>\u003Cp data-start=\"3044\" data-end=\"3155\">Workspace agents, on the other hand, use that context and external tools to carry out specific recurring tasks.\u003C/p>\u003Cp data-start=\"3157\" data-end=\"3282\">A Project is a place to store context.\u003Cbr>A Workspace agent is a team execution layer that uses that context to get work done.\u003C/p>\u003Cp data-start=\"3284\" data-end=\"3353\">This distinction makes the role of each feature easier to understand.\u003C/p>\u003Ch1 data-section-id=\"8pmuye\" data-start=\"3355\" data-end=\"3401\">How Workspace Agents Differ from Custom GPTs\u003C/h1>\u003Cp data-start=\"3403\" data-end=\"3645\">A Custom GPT is a dedicated version of ChatGPT built for a specific purpose.\u003Cbr>It is useful when you want to fix the response style or knowledge area, such as for internal FAQ responses, product description writing, or inquiry classification.\u003C/p>\u003Cp data-start=\"3647\" data-end=\"3820\">Workspace agents are more workflow-oriented.\u003Cbr>They can connect with apps, run on a schedule, include approval steps, and be shared with a team as part of a broader process.\u003C/p>\u003Cp data-start=\"3822\" data-end=\"3953\">A Custom GPT is like a dedicated consultation desk.\u003Cbr>A Workspace agent is like a team member responsible for recurring operations.\u003C/p>\u003Cp data-start=\"3955\" data-end=\"4056\">Thinking about it this way makes it much easier to apply Workspace agents to real business workflows.\u003C/p>\u003Ch1 data-section-id=\"195rzvh\" data-start=\"4058\" data-end=\"4129\">GDX Perspective: Where Can Workspace Agents Be Used in EC Operations?\u003C/h1>\u003Cp data-start=\"4131\" data-end=\"4379\">Workspace agents are especially effective for tasks that teams repeat many times.\u003Cbr>They seem particularly well suited to work where information is spread across multiple places and needs to be summarized in a form that helps people make decisions.\u003C/p>\u003Cp data-start=\"4381\" data-end=\"4456\">Here, we’ll focus on three use cases that are easy to try in EC operations.\u003C/p>\u003Ch1 data-section-id=\"1dv70su\" data-start=\"4458\" data-end=\"4514\">Use Case 1: Creating a Weekly Advertising Report Agent\u003C/h1>\u003Cp data-start=\"4516\" data-end=\"4765\">\u003Cstrong data-start=\"4516\" data-end=\"4532\">Key feature:\u003C/strong> Scheduled execution\u003Cbr>\u003Cstrong data-start=\"4555\" data-end=\"4564\">Task:\u003C/strong> Advertising performance report creation\u003Cbr>\u003Cstrong data-start=\"4607\" data-end=\"4616\">Goal:\u003C/strong> Reduce pre-meeting review time\u003Cbr>\u003Cstrong data-start=\"4650\" data-end=\"4667\">Why it works:\u003C/strong> The same report format is used every week, making it easier to summarize changes and next actions\u003C/p>\u003Cp data-start=\"4767\" data-end=\"4898\">In advertising operations, teams regularly review metrics such as impressions, click-through rate, conversion rate, CPA, and sales.\u003C/p>\u003Cp data-start=\"4900\" data-end=\"5034\">However, it is not enough to simply look at the numbers.\u003Cbr>Teams also need to understand what changed and what should be checked next.\u003C/p>\u003Cp data-start=\"5036\" data-end=\"5133\">By assigning this preparation work to an agent, the pre-meeting workload can become much lighter.\u003C/p>\u003Cp data-start=\"5135\" data-end=\"5155\">\u003Cstrong data-start=\"5135\" data-end=\"5155\">Example workflow\u003C/strong>\u003C/p>\u003Col data-start=\"5157\" data-end=\"5458\">\u003Cli data-section-id=\"14ro85t\" data-start=\"5157\" data-end=\"5198\">Select “Create” from Agents in ChatGPT\u003C/li>\u003Cli data-section-id=\"lanqfv\" data-start=\"5199\" data-end=\"5271\">Enter that you want to create an agent for weekly advertising reports\u003C/li>\u003Cli data-section-id=\"mq2du8\" data-start=\"5272\" data-end=\"5343\">Specify where the advertising reports and reference files are stored\u003C/li>\u003Cli data-section-id=\"z68jtj\" data-start=\"5344\" data-end=\"5390\">Set the agent to run every Friday afternoon\u003C/li>\u003Cli data-section-id=\"1qm0rqv\" data-start=\"5391\" data-end=\"5458\">Define the output format as “Conclusion, Evidence, Next Actions”\u003C/li>\u003C/ol>\u003Cp data-start=\"5460\" data-end=\"5478\">\u003Cstrong data-start=\"5460\" data-end=\"5478\">Example prompt\u003C/strong>\u003C/p>\u003Cp data-start=\"5480\" data-end=\"5765\">“Every Friday, review the advertising data and summarize the metrics that changed significantly compared with the previous week, the initiatives that performed well, points to watch, and items to check next week. Please output the result as a short memo that can be read in a meeting.”\u003C/p>\u003Ch1 data-section-id=\"1v5bwyv\" data-start=\"5767\" data-end=\"5869\">Use Case 2: Creating an Agent to Organize Assumptions for Promotions, Inventory, and Price Revisions\u003C/h1>\u003Cp data-start=\"5871\" data-end=\"6151\">\u003Cstrong data-start=\"5871\" data-end=\"5887\">Key feature:\u003C/strong> App integration and cross-tool workflow\u003Cbr>\u003Cstrong data-start=\"5930\" data-end=\"5939\">Task:\u003C/strong> Preparing assumptions before promotional meetings\u003Cbr>\u003Cstrong data-start=\"5992\" data-end=\"6001\">Goal:\u003C/strong> Separate confirmed information from unconfirmed information\u003Cbr>\u003Cstrong data-start=\"6064\" data-end=\"6081\">Why it works:\u003C/strong> The agent can review multiple materials and create a pre-meeting memo\u003C/p>\u003Cp data-start=\"6153\" data-end=\"6295\">In EC operations, inventory sheets, promotional calendars, price revision notes, and product master data are often stored in different places.\u003C/p>\u003Cp data-start=\"6297\" data-end=\"6493\">What teams really want to discuss in meetings is not where to find the materials.\u003Cbr>They want to decide which products to promote, which initiatives to stop, and which points require confirmation.\u003C/p>\u003Cp data-start=\"6495\" data-end=\"6635\">Workspace agents can review related materials and summarize confirmed information, inconsistencies, and unresolved items into a single memo.\u003C/p>\u003Cp data-start=\"6637\" data-end=\"6657\">\u003Cstrong data-start=\"6637\" data-end=\"6657\">Example workflow\u003C/strong>\u003C/p>\u003Col data-start=\"6659\" data-end=\"7039\">\u003Cli data-section-id=\"20rdu9\" data-start=\"6659\" data-end=\"6720\">Collect this week’s related materials in a shared location\u003C/li>\u003Cli data-section-id=\"vbtgo2\" data-start=\"6721\" data-end=\"6798\">Create a “Pre-Promotion Meeting Assumption Summary Agent” in Agent Builder\u003C/li>\u003Cli data-section-id=\"jrrdaz\" data-start=\"6799\" data-end=\"6865\">Specify the folders and files the agent is allowed to reference\u003C/li>\u003Cli data-section-id=\"e1bneo\" data-start=\"6866\" data-end=\"6984\">Define the output format as “Confirmed Information, Unconfirmed Information, Inconsistencies, Questions to Confirm”\u003C/li>\u003Cli data-section-id=\"1ehp86z\" data-start=\"6985\" data-end=\"7039\">Run the agent before the meeting and share the memo\u003C/li>\u003C/ol>\u003Cp data-start=\"7041\" data-end=\"7059\">\u003Cstrong data-start=\"7041\" data-end=\"7059\">Example prompt\u003C/strong>\u003C/p>\u003Cp data-start=\"7061\" data-end=\"7471\">“Review this week’s inventory sheet, promotional calendar, and price revision notes, and create a pre-meeting assumption memo. Please divide the output into confirmed information, unconfirmed information, inconsistencies between materials, and questions that should be confirmed with the person in charge. Do not make decisions about price changes or product suspension; escalate those items for human review.”\u003C/p>\u003Ch1 data-section-id=\"pi1qmw\" data-start=\"7473\" data-end=\"7547\">Use Case 3: Sharing a Product Registration Pre-Check Agent with the Team\u003C/h1>\u003Cp data-start=\"7549\" data-end=\"7808\">\u003Cstrong data-start=\"7549\" data-end=\"7565\">Key feature:\u003C/strong> Skills, files, and team sharing\u003Cbr>\u003Cstrong data-start=\"7600\" data-end=\"7609\">Task:\u003C/strong> Pre-release checks for product registration, image registration, and price updates\u003Cbr>\u003Cstrong data-start=\"7695\" data-end=\"7704\">Goal:\u003C/strong> Reduce variation in pre-release checks\u003Cbr>\u003Cstrong data-start=\"7746\" data-end=\"7763\">Why it works:\u003C/strong> The team can use the same checking procedure\u003C/p>\u003Cp data-start=\"7810\" data-end=\"7978\">Product registration involves many items to review, including product names, descriptions, images, prices, SKUs, sales periods, notes, inventory, and publishing timing.\u003C/p>\u003Cp data-start=\"7980\" data-end=\"8103\">If each person checks these items in a different order or from a different perspective, omissions are more likely to occur.\u003C/p>\u003Cp data-start=\"8105\" data-end=\"8322\">By using Workspace agents, teams can share product registration pre-check rules.\u003Cbr>Similar to the concept of Skills, this allows teams to reuse procedures and reduce the cost of explaining the same process every time.\u003C/p>\u003Cp data-start=\"8324\" data-end=\"8344\">\u003Cstrong data-start=\"8324\" data-end=\"8344\">Example workflow\u003C/strong>\u003C/p>\u003Col data-start=\"8346\" data-end=\"8725\">\u003Cli data-section-id=\"1fod3vf\" data-start=\"8346\" data-end=\"8402\">Organize the product registration pre-check procedure\u003C/li>\u003Cli data-section-id=\"171ck4v\" data-start=\"8403\" data-end=\"8496\">Define required items, prohibited expressions, and conditions that should stop publication\u003C/li>\u003Cli data-section-id=\"1hhwqwc\" data-start=\"8497\" data-end=\"8564\">Create a “Product Registration Pre-Check Agent” in Agent Builder\u003C/li>\u003Cli data-section-id=\"uxdalf\" data-start=\"8565\" data-end=\"8618\">Add product registration rules and checklist files\u003C/li>\u003Cli data-section-id=\"1vjodhu\" data-start=\"8619\" data-end=\"8653\">Share the agent within the team\u003C/li>\u003Cli data-section-id=\"1jsg5h9\" data-start=\"8654\" data-end=\"8725\">Team members provide product materials and run the pre-release check\u003C/li>\u003C/ol>\u003Cp data-start=\"8727\" data-end=\"8745\">\u003Cstrong data-start=\"8727\" data-end=\"8745\">Example prompt\u003C/strong>\u003C/p>\u003Cp data-start=\"8747\" data-end=\"9091\">“Review the submitted product registration materials and create a pre-release checklist. Please divide the output into required items, missing information, points to confirm with the person in charge, and risks that may require stopping publication. Pay special attention to price, sales period, image replacement, and missing SKU information.”\u003C/p>\u003Ch1 data-section-id=\"s8hrud\" data-start=\"9093\" data-end=\"9132\">Three Points to Check Before Adoption\u003C/h1>\u003Ch2 data-section-id=\"3quojy\" data-start=\"9134\" data-end=\"9205\">1. Permissions and Approval: Decide in Advance What the Agent Can Do\u003C/h2>\u003Cp data-start=\"9207\" data-end=\"9366\">Workspace agents can work with connected apps and tools.\u003Cbr>This is convenient, but it also means teams need to decide in advance what agents are allowed to do.\u003C/p>\u003Cp data-start=\"9368\" data-end=\"9584\">The areas that require particular care are sending, editing, posting, and deleting.\u003Cbr>Sending emails, editing spreadsheets, adding calendar events, or updating published pages can directly affect business operations.\u003C/p>\u003Cp data-start=\"9586\" data-end=\"9725\">A safe approach is to start with viewing, summarizing, and drafting only.\u003Cbr>Then, after that, move on to posting or updating with approval.\u003C/p>\u003Cp data-start=\"9727\" data-end=\"9751\">This order is important.\u003C/p>\u003Ch2 data-section-id=\"1irv76s\" data-start=\"9753\" data-end=\"9813\">2. Preview Status: Start with Drafting and Review Support\u003C/h2>\u003Cp data-start=\"9815\" data-end=\"9980\">Workspace agents are currently in research preview.\u003Cbr>Rather than placing them at the center of production workflows from the beginning, it is better to start small.\u003C/p>\u003Cp data-start=\"9982\" data-end=\"10005\">A recommended order is:\u003C/p>\u003Cul data-start=\"10007\" data-end=\"10149\">\u003Cli data-section-id=\"wbi5ph\" data-start=\"10007\" data-end=\"10039\">Summarizing existing materials\u003C/li>\u003Cli data-section-id=\"1f7p90l\" data-start=\"10040\" data-end=\"10066\">Listing items to confirm\u003C/li>\u003Cli data-section-id=\"de7tio\" data-start=\"10067\" data-end=\"10085\">Drafting reports\u003C/li>\u003Cli data-section-id=\"rl0hx\" data-start=\"10086\" data-end=\"10113\">Creating assumption memos\u003C/li>\u003Cli data-section-id=\"13jvxoc\" data-start=\"10114\" data-end=\"10149\">Posting or updating with approval\u003C/li>\u003C/ul>\u003Cp data-start=\"10151\" data-end=\"10331\">Do not start with automatic publishing, automatic sending, or automatic updating.\u003Cbr>Start with areas where people can easily review and correct the output.\u003Cbr>That is the key point.\u003C/p>\u003Ch2 data-section-id=\"pzies7\" data-start=\"10333\" data-end=\"10425\">3. Data Handling: The More Shared the Agent Is, the More Carefully Data Should Be Limited\u003C/h2>\u003Cp data-start=\"10427\" data-end=\"10590\">One of the strengths of Workspace agents is that they can be shared across a team.\u003Cbr>However, because they can be shared, data handling requires careful attention.\u003C/p>\u003Cp data-start=\"10592\" data-end=\"10649\">In EC operations, data that requires caution may include:\u003C/p>\u003Cul data-start=\"10651\" data-end=\"10818\">\u003Cli data-section-id=\"852f34\" data-start=\"10651\" data-end=\"10673\">Customer information\u003C/li>\u003Cli data-section-id=\"1off1ez\" data-start=\"10674\" data-end=\"10691\">Inquiry history\u003C/li>\u003Cli data-section-id=\"17kkxeq\" data-start=\"10692\" data-end=\"10707\">Sales details\u003C/li>\u003Cli data-section-id=\"1u7h9gy\" data-start=\"10708\" data-end=\"10727\">Inventory numbers\u003C/li>\u003Cli data-section-id=\"1hubdin\" data-start=\"10728\" data-end=\"10746\">Cost information\u003C/li>\u003Cli data-section-id=\"1watu0r\" data-start=\"10747\" data-end=\"10765\">Purchasing terms\u003C/li>\u003Cli data-section-id=\"1i9nlgz\" data-start=\"10766\" data-end=\"10788\">Unreleased campaigns\u003C/li>\u003Cli data-section-id=\"3rke80\" data-start=\"10789\" data-end=\"10818\">Business partner conditions\u003C/li>\u003C/ul>\u003Cp data-start=\"10820\" data-end=\"11076\">One point that requires particular attention is uploading entire CSV files.\u003Cbr>It may be fast and convenient, but if personal information, cost information, or partner-related information is included, internal confirmation can become more complicated later.\u003C/p>\u003Cp data-start=\"11078\" data-end=\"11314\">At first, it is better to start with publicly available information, aggregated data, or dummy data.\u003Cbr>Before using real CSV files, limit the file to only the necessary columns, remove personal information, and exclude cost information.\u003C/p>\u003Cp data-start=\"11316\" data-end=\"11388\">Handling this carefully can significantly lower the barrier to adoption.\u003C/p>\u003Ch1 data-section-id=\"fsb6xx\" data-start=\"11390\" data-end=\"11402\">Conclusion\u003C/h1>\u003Cp data-start=\"11404\" data-end=\"11739\">Workspace agents in ChatGPT are a feature designed to help teams manage recurring work more smoothly.\u003Cbr>It is useful to think of Projects as places to store context, Custom GPTs as dedicated consultation desks for specific tasks, and Workspace agents as workflow agents that connect with tools and schedules to support team operations.\u003C/p>\u003Cp data-start=\"11741\" data-end=\"11960\">In EC operations, Workspace agents seem especially easy to try for tasks such as weekly advertising reports, organizing assumptions around promotions, inventory, and price revisions, and product registration pre-checks.\u003C/p>\u003Cp data-start=\"11962\" data-end=\"12145\">There is no need to hand everything over to agents from the beginning.\u003Cbr>Starting with drafts, assumption summaries, and lists of confirmation items is already enough to create value.\u003C/p>\u003Cp data-start=\"12147\" data-end=\"12400\" data-is-last-node=\"\" data-is-only-node=\"\">Reducing repeated explanations, aligning the points that need to be reviewed before meetings, and minimizing variation in checks may seem like small improvements.\u003Cbr>But in day-to-day operations, these small time savings can make a meaningful difference.\u003C/p>\u003Ch1 data-section-id=\"afoywu\" data-start=\"0\" data-end=\"12\">References\u003C/h1>\u003Cp data-start=\"14\" data-end=\"150\">Official reference: Introducing workspace agents in ChatGPT / OpenAI / \u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-workspace-agents-in-chatgpt/\" data-start=\"85\" data-end=\"150\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-workspace-agents-in-chatgpt/\u003C/a>\u003C/p>\u003Cp data-start=\"152\" data-end=\"345\">Official reference: ChatGPT Workspace Agents for Enterprise and Business / OpenAI Help Center / \u003Ca class=\"decorated-link\" href=\"https://help.openai.com/en/articles/20001143-chatgpt-workspace-agents-for-enterprise-and-business\" data-start=\"248\" data-end=\"345\" rel=\"noopener\" target=\"_new\">https://help.openai.com/en/articles/20001143-chatgpt-workspace-agents-for-enterprise-and-business\u003C/a>\u003C/p>\u003Cp data-start=\"347\" data-end=\"569\">Reference / Expert commentary: OpenAI now lets teams make custom bots that can do work on their own / The Verge / \u003Ca class=\"decorated-link\" href=\"https://www.theverge.com/ai-artificial-intelligence/917065/openai-chatgpt-workspace-agents-custom-teams-bots\" data-start=\"461\" data-end=\"569\" rel=\"noopener\" target=\"_new\">https://www.theverge.com/ai-artificial-intelligence/917065/openai-chatgpt-workspace-agents-custom-teams-bots\u003C/a>\u003C/p>\u003Cp data-start=\"571\" data-end=\"689\">Reference / Source: What Are ChatGPT Skills? Differences from GPTs and Key Use Cases for EC Operations / GDX Co., Ltd.\u003C/p>\u003Cp data-start=\"571\" data-end=\"689\"> \u003C/p>\u003Cp data-start=\"797\" data-end=\"1186\" data-is-last-node=\"\" data-is-only-node=\"\">\u003Cem data-start=\"797\" data-end=\"1186\" data-is-last-node=\"\">\u003Ci>Part of this article was created with the support of ChatGPT and then edited and revised by the author. The content reflects the author’s personal views and does not represent the official views or statements of GDX Co., Ltd. The information is provided for reference purposes only; please refer to official announcements and primary sources for the latest and most accurate information.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":44,"ymd":45,"contents_type":7,"subject":46,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":47,"update_ymdhi":48,"topics_group_id":12,"slug":49,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":50,"thumbs":51,"wysiwyg":52},156,"2026-04-24","How Much Can Claude Design Reduce Rework in Creating and Reviewing Materials?","2026-04-24T16:39:58+09:00","2026-04-24T16:51:37+09:00","21-20260424",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1777016551/files/user/ページ：ニュース/15-20220630 (10).jpg","\u003Cp data-start=\"195\" data-end=\"252\">Hello, I’m Mia Sato, in charge of AI research at GDX Inc.\u003C/p>\u003Cp data-start=\"254\" data-end=\"447\">On April 17, 2026, Anthropic announced Claude Design.\u003Cbr>It is a new feature that allows users to create designs, prototypes, slides, one-pagers, and other visual materials through conversation.\u003C/p>\u003Cp data-start=\"449\" data-end=\"619\">In day-to-day business, there are many situations where the overall direction has already been decided, but each stakeholder still has a slightly different image in mind.\u003C/p>\u003Cp data-start=\"621\" data-end=\"929\">A meeting may seem to move forward, but by the next discussion, the team finds itself going over the same assumptions again. Every time a document or screen mockup is created, gaps in understanding become visible, leading to additional revisions. Many people have probably experienced this kind of situation.\u003C/p>\u003Cp data-start=\"931\" data-end=\"1313\">These issues tend to happen especially often in areas such as EC operations and promotional planning, where multiple stakeholders are involved, including planning, product, inventory, and creative teams. For example, even when the direction of a campaign has been decided, each person may still imagine the LP structure, banner tone, or strength of the message slightly differently.\u003C/p>\u003Cp data-start=\"1315\" data-end=\"1609\">Claude Design is attracting attention because it can help create something visible quickly in these situations. It is not simply about producing a draft. Its strength is that it can help teams compare different ideas, align on direction, and connect the output to the next stage of design work.\u003C/p>\u003Cp data-start=\"1611\" data-end=\"1774\">In this article, we will explain what Claude Design is, what features it offers, and how it could be used in real business operations in a clear and practical way.\u003C/p>\u003Chr data-start=\"1776\" data-end=\"1779\">\u003Ch1 data-section-id=\"y1ss35\" data-start=\"1781\" data-end=\"1818\">What Is Claude Design? Key Features\u003C/h1>\u003Cp data-start=\"1820\" data-end=\"1933\">Claude Design is a feature that allows users to create visual outputs by giving instructions in natural language.\u003C/p>\u003Cp data-start=\"1935\" data-end=\"1972\">For example, users may ask Claude to:\u003C/p>\u003Cp data-start=\"1974\" data-end=\"2023\">“Create three LP image ideas for a new campaign.”\u003C/p>\u003Cp data-start=\"2025\" data-end=\"2144\">“Summarize the promotional direction for products that require inventory adjustment into a one-page internal document.”\u003C/p>\u003Cp data-start=\"2146\" data-end=\"2225\">“Show a mobile-first UI image for a product listing page during a sale period.”\u003C/p>\u003Cp data-start=\"2227\" data-end=\"2327\">In this way, users can create an initial draft through conversation and then refine it step by step.\u003C/p>\u003Ch2 data-section-id=\"1ma7m6t\" data-start=\"2329\" data-end=\"2344\">Key Features\u003C/h2>\u003Cp data-start=\"2346\" data-end=\"2409\">The following features are especially notable in Claude Design.\u003C/p>\u003Ch3 data-section-id=\"11n67kp\" data-start=\"2411\" data-end=\"2475\">1. Creating draft designs and materials through conversation\u003C/h3>\u003Cp data-start=\"2477\" data-end=\"2689\">Users can create drafts for designs, slides, one-pagers, promotional creatives, and other materials by giving text-based instructions. One of its biggest strengths is that it can quickly generate the first draft.\u003C/p>\u003Ch3 data-section-id=\"xv7l0q\" data-start=\"2691\" data-end=\"2732\">2. Creating prototypes and wireframes\u003C/h3>\u003Cp data-start=\"2734\" data-end=\"2910\">Claude Design can support not only static visuals, but also interactive prototypes and draft UI structures. This makes it useful as a discussion material before implementation.\u003C/p>\u003Ch3 data-section-id=\"si5l8c\" data-start=\"2912\" data-end=\"2969\">3. Refining outputs through comments and conversation\u003C/h3>\u003Cp data-start=\"2971\" data-end=\"3242\">Claude Design is not limited to creating something once and stopping there. Users can continue refining the output through instructions such as “make it simpler” or “emphasize this information more.” This makes it suitable for workflows that involve review and iteration.\u003C/p>\u003Ch3 data-section-id=\"sv3sn7\" data-start=\"3244\" data-end=\"3317\">4. Aligning with existing codebases, design files, and design systems\u003C/h3>\u003Cp data-start=\"3319\" data-end=\"3531\">Claude Design is also positioned as a tool that can incorporate existing team rules and design assets. Rather than only generating freely from scratch, it also shows potential for fitting into existing workflows.\u003C/p>\u003Ch3 data-section-id=\"18423ff\" data-start=\"3533\" data-end=\"3580\">5. Making it easier to finish work in Canva\u003C/h3>\u003Cp data-start=\"3582\" data-end=\"3773\">Claude Design outputs can be brought into Canva and further edited as structured designs. In other words, it supports a workflow where AI creates the draft and humans refine the final output.\u003C/p>\u003Ch1> \u003C/h1>\u003Chr data-start=\"3775\" data-end=\"3778\">\u003Ch1 data-section-id=\"1wozfyd\" data-start=\"3780\" data-end=\"3847\">GDX Perspective: How Claude Design Could Be Used in EC Operations\u003C/h1>\u003Cp data-start=\"3849\" data-end=\"3965\">Here, we will look at three practical use cases for Claude Design in EC operations, together with its main features.\u003C/p>\u003Cp data-start=\"3967\" data-end=\"4150\">The key point is not to think of it as a tool that can be used for everything. Instead, it is more useful to consider which specific business situations are likely to benefit from it.\u003C/p>\u003Chr data-start=\"4152\" data-end=\"4155\">\u003Ch2 data-section-id=\"7sr8fg\" data-start=\"4157\" data-end=\"4219\">1. Preparing for Cross-Functional Reviews and Read-Throughs\u003C/h2>\u003Cp data-start=\"4221\" data-end=\"4318\">\u003Cstrong data-start=\"4221\" data-end=\"4243\">Relevant features:\u003C/strong> Comparing multiple ideas, conversation-based revisions, comment reflection\u003C/p>\u003Cp data-start=\"4320\" data-end=\"4488\">Claude Design is especially useful in situations where different stakeholders have different images in mind and meetings end up spending time on explaining assumptions.\u003C/p>\u003Cp data-start=\"4490\" data-end=\"4828\">In projects involving multiple teams, such as inventory, promotions, product, and marketing, numbers and text alone are often not enough to communicate the full picture. Different people may interpret the same information in different ways. As a result, meeting time may be used for explaining the background rather than making decisions.\u003C/p>\u003Cp data-start=\"4830\" data-end=\"4925\">Claude Design’s strength is that it can quickly create multiple ideas that are easy to compare.\u003C/p>\u003Cp data-start=\"4927\" data-end=\"4985\">For example, it could create different directions such as:\u003C/p>\u003Cul data-start=\"4987\" data-end=\"5091\">\u003Cli data-section-id=\"ixtjov\" data-start=\"4987\" data-end=\"5012\">A price-focused message\u003C/li>\u003Cli data-section-id=\"xz942e\" data-start=\"5013\" data-end=\"5053\">An inventory clearance-focused message\u003C/li>\u003Cli data-section-id=\"ftenz0\" data-start=\"5054\" data-end=\"5091\">A clearer message for new customers\u003C/li>\u003C/ul>\u003Cp data-start=\"5093\" data-end=\"5189\">By placing these options side by side, teams can more easily discuss what should be prioritized.\u003C/p>\u003Cp data-start=\"5191\" data-end=\"5304\">Another useful point is that comments from the review process can be reflected through conversation. For example:\u003C/p>\u003Cp data-start=\"5306\" data-end=\"5341\">“This expression feels too strong.”\u003C/p>\u003Cp data-start=\"5343\" data-end=\"5386\">“This order would be easier to understand.”\u003C/p>\u003Cp data-start=\"5388\" data-end=\"5440\">“There is too much information for a mobile screen.”\u003C/p>\u003Cp data-start=\"5442\" data-end=\"5507\">These types of comments can be used directly to refine the draft.\u003C/p>\u003Cp data-start=\"5509\" data-end=\"5669\">The value of this feature is not in producing the perfect answer on the first try. Rather, it is in helping stakeholders align their understanding more quickly.\u003C/p>\u003Chr data-start=\"5671\" data-end=\"5674\">\u003Ch2 data-section-id=\"ow58tl\" data-start=\"5676\" data-end=\"5743\">2. Creating Drafts for UI Improvements and User Flow Discussions\u003C/h2>\u003Cp data-start=\"5745\" data-end=\"5802\">\u003Cstrong data-start=\"5745\" data-end=\"5767\">Relevant features:\u003C/strong> Prototype and wireframe generation\u003C/p>\u003Cp data-start=\"5804\" data-end=\"5936\">Claude Design also fits well in situations where discussions remain too abstract because there is no visual image of the screen yet.\u003C/p>\u003Cp data-start=\"5938\" data-end=\"6284\">In EC, there are many opportunities to review and improve UI, such as product search, filtering, product listing pages, and navigation from listing pages to product detail pages. However, when teams rely only on specifications or verbal explanations, it can be difficult to imagine how the screen will actually look or how easy it will be to use.\u003C/p>\u003Cp data-start=\"6286\" data-end=\"6429\">Claude Design can create draft prototypes and wireframes through conversation, making it useful as a discussion material before implementation.\u003C/p>\u003Cp data-start=\"6431\" data-end=\"6473\">For example, teams could use it to create:\u003C/p>\u003Cul data-start=\"6475\" data-end=\"6614\">\u003Cli data-section-id=\"1qxjgnb\" data-start=\"6475\" data-end=\"6509\">A mobile-first product search UI\u003C/li>\u003Cli data-section-id=\"1sxr3hi\" data-start=\"6510\" data-end=\"6566\">A product listing page that highlights low-stock items\u003C/li>\u003Cli data-section-id=\"1btm5dp\" data-start=\"6567\" data-end=\"6614\">A category page with stronger sale navigation\u003C/li>\u003C/ul>\u003Cp data-start=\"6616\" data-end=\"6694\">These drafts can then be used as a starting point for discussing improvements.\u003C/p>\u003Cp data-start=\"6696\" data-end=\"6975\">The advantage of this use case is that it is often faster to judge something by looking at a screen than by reading a written specification. Claude Design seems especially well suited for the stage before user testing, where the goal is to first turn an idea into a visible form.\u003C/p>\u003Cp data-start=\"6977\" data-end=\"7043\">On the other hand, it is better to be cautious about using it for:\u003C/p>\u003Cul data-start=\"7045\" data-end=\"7162\">\u003Cli data-section-id=\"1jgk2in\" data-start=\"7045\" data-end=\"7087\">Production-level implementation accuracy\u003C/li>\u003Cli data-section-id=\"3cf5rr\" data-start=\"7088\" data-end=\"7128\">Detailed behavior and edge-case design\u003C/li>\u003Cli data-section-id=\"16iyyui\" data-start=\"7129\" data-end=\"7162\">Finalized design specifications\u003C/li>\u003C/ul>\u003Cp data-start=\"7164\" data-end=\"7283\">At this stage, it is more natural to use Claude Design as a tool for creating prototypes that move discussions forward.\u003C/p>\u003Chr data-start=\"7285\" data-end=\"7288\">\u003Ch2 data-section-id=\"1quvkeh\" data-start=\"7290\" data-end=\"7344\">3. Creating Initial Drafts for Promotional Planning\u003C/h2>\u003Cp data-start=\"7346\" data-end=\"7408\">\u003Cstrong data-start=\"7346\" data-end=\"7368\">Relevant features:\u003C/strong> Design, slide, and one-pager generation\u003C/p>\u003Cp data-start=\"7410\" data-end=\"7542\">Claude Design is also useful in situations where teams repeatedly create initial drafts for LPs and internal materials from scratch.\u003C/p>\u003Cp data-start=\"7544\" data-end=\"7878\">Before a promotional meeting, teams often want to roughly share the direction of a campaign. However, preparing banner ideas, LP tone, and a one-page internal explanation all at once can take time. As a result, discussions may not move forward smoothly because the direction has been decided, but there is nothing concrete to look at.\u003C/p>\u003Cp data-start=\"7880\" data-end=\"7965\">Claude Design is suitable for quickly creating something visible in these situations.\u003C/p>\u003Cp data-start=\"7967\" data-end=\"8020\">For example, it could create draft materials such as:\u003C/p>\u003Cul data-start=\"8022\" data-end=\"8205\">\u003Cli data-section-id=\"cs4p1x\" data-start=\"8022\" data-end=\"8071\">A first-view idea for a Golden Week campaign LP\u003C/li>\u003Cli data-section-id=\"1iflgk5\" data-start=\"8072\" data-end=\"8166\">A promotional banner idea that includes messaging for products requiring inventory attention\u003C/li>\u003Cli data-section-id=\"111u2pa\" data-start=\"8167\" data-end=\"8205\">A one-pager for internal explanation\u003C/li>\u003C/ul>\u003Cp data-start=\"8207\" data-end=\"8350\">The benefit of this use case is not that it produces a perfect final version. Rather, it allows the team to discuss questions earlier, such as:\u003C/p>\u003Cp data-start=\"8352\" data-end=\"8389\">“Can we proceed with this direction?”\u003C/p>\u003Cp data-start=\"8391\" data-end=\"8421\">“Should the tone be brighter?”\u003C/p>\u003Cp data-start=\"8423\" data-end=\"8459\">“Should we change the main message?”\u003C/p>\u003Cp data-start=\"8461\" data-end=\"8554\">On the other hand, it may not be suitable to expect Claude Design to handle everything up to:\u003C/p>\u003Cul data-start=\"8556\" data-end=\"8673\">\u003Cli data-section-id=\"rmi4vl\" data-start=\"8556\" data-end=\"8592\">Final brand expression adjustments\u003C/li>\u003Cli data-section-id=\"1il848g\" data-start=\"8593\" data-end=\"8622\">Detailed layout refinements\u003C/li>\u003Cli data-section-id=\"1gdld9a\" data-start=\"8623\" data-end=\"8673\">Final assets ready for submission or publication\u003C/li>\u003C/ul>\u003Cp data-start=\"8675\" data-end=\"8757\">Those stages should still involve human review and finishing work in design tools.\u003C/p>\u003Chr data-start=\"8759\" data-end=\"8762\">\u003Ch1 data-section-id=\"mu0opl\" data-start=\"8764\" data-end=\"8823\">If You Introduce Claude Design, What Should You Do First?\u003C/h1>\u003Cp data-start=\"8825\" data-end=\"9022\">When considering the introduction of Claude Design, the first thing to look at is not cost.\u003Cbr>It is more important to decide which business process and which specific situation it will be used for.\u003C/p>\u003Chr data-start=\"9024\" data-end=\"9027\">\u003Ch2 data-section-id=\"sprdem\" data-start=\"9029\" data-end=\"9072\">1. Narrow Down the Target Workflow First\u003C/h2>\u003Cp data-start=\"9074\" data-end=\"9320\">Rather than rolling it out company-wide from the beginning, it is better to start with one concrete case. For example, choose one initiative for the next cross-functional review and use Claude Design to create comparison drafts within 30 minutes.\u003C/p>\u003Cp data-start=\"9322\" data-end=\"9380\">An instruction like the following would already be enough:\u003C/p>\u003Cp data-start=\"9382\" data-end=\"9788\">“Create a review document for a Golden Week campaign. It will be used by stakeholders from promotions, product, inventory, and marketing. Please create a format that compares three directions: a price-focused message, an inventory clearance-focused message, and a new-customer-focused message. Include the first view of a mobile LP, the main message, potential risks, and points that need to be confirmed.”\u003C/p>\u003Cp data-start=\"9790\" data-end=\"10061\">Rather than trying to create a highly polished LP from the start, it is better to use Claude Design to create a shared visual reference that helps stakeholders discuss which direction to take. This makes it easier to judge where the tool works well and where it does not.\u003C/p>\u003Chr data-start=\"10063\" data-end=\"10066\">\u003Ch2 data-section-id=\"1dekcc8\" data-start=\"10068\" data-end=\"10115\">2. Decide Where AI Ends and Humans Take Over\u003C/h2>\u003Cp data-start=\"10117\" data-end=\"10241\">Before introducing Claude Design, it is important to decide what AI will be responsible for and where humans will take over.\u003C/p>\u003Cp data-start=\"10243\" data-end=\"10255\">For example:\u003C/p>\u003Cul data-start=\"10257\" data-end=\"10488\">\u003Cli data-section-id=\"19v0l3l\" data-start=\"10257\" data-end=\"10285\">AI creates the first draft\u003C/li>\u003Cli data-section-id=\"4dv9yd\" data-start=\"10286\" data-end=\"10358\">AI is used for comparing directions and preparing discussion materials\u003C/li>\u003Cli data-section-id=\"htqwlj\" data-start=\"10359\" data-end=\"10404\">Final brand expression is checked by humans\u003C/li>\u003Cli data-section-id=\"1i9mkif\" data-start=\"10405\" data-end=\"10488\">Materials for external use are finalized by designers or responsible team members\u003C/li>\u003C/ul>\u003Cp data-start=\"10490\" data-end=\"10558\">By separating these roles, teams can use the tool more consistently.\u003C/p>\u003Cp data-start=\"10560\" data-end=\"10870\">Claude Design can help create drafts and discussion materials, and it may also make it easier to connect those drafts to later design work. However, rather than assuming that it will handle the entire process through to final completion, it seems more practical to use it in the earlier stages of the workflow.\u003C/p>\u003Chr data-start=\"10872\" data-end=\"10875\">\u003Ch2 data-section-id=\"bzexna\" data-start=\"10877\" data-end=\"10921\">3. Decide What Information Can Be Entered\u003C/h2>\u003Cp data-start=\"10923\" data-end=\"11136\">In EC operations, teams often handle sensitive data such as sales, cost, inventory, and customer information. Therefore, it is important to decide in advance what types of information can be entered into the tool.\u003C/p>\u003Cp data-start=\"11138\" data-end=\"11150\">For example:\u003C/p>\u003Cul data-start=\"11152\" data-end=\"11317\">\u003Cli data-section-id=\"16ynriu\" data-start=\"11152\" data-end=\"11187\">Do not enter customer information\u003C/li>\u003Cli data-section-id=\"1kk4w2\" data-start=\"11188\" data-end=\"11209\">Mask actual numbers\u003C/li>\u003Cli data-section-id=\"11900i3\" data-start=\"11210\" data-end=\"11267\">Do not upload highly confidential CSV files as they are\u003C/li>\u003Cli data-section-id=\"li4eoq\" data-start=\"11268\" data-end=\"11317\">Confirm data handling rules for each usage plan\u003C/li>\u003C/ul>\u003Cp data-start=\"11319\" data-end=\"11479\">Rather than using the tool immediately just because it looks convenient, it is important in real operations to first define what information can be used safely.\u003C/p>\u003Chr data-start=\"11481\" data-end=\"11484\">\u003Ch2 data-section-id=\"27qgi4\" data-start=\"11486\" data-end=\"11531\">4. Start Small and Set Evaluation Criteria\u003C/h2>\u003Cp data-start=\"11533\" data-end=\"11624\">When testing Claude Design, it is better not to judge it only by the quality of the output.\u003C/p>\u003Cp data-start=\"11626\" data-end=\"11716\">Instead, it may be more useful to use it in an actual meeting and evaluate points such as:\u003C/p>\u003Cul data-start=\"11718\" data-end=\"11897\">\u003Cli data-section-id=\"1me9vut\" data-start=\"11718\" data-end=\"11751\">Did it reduce explanation time?\u003C/li>\u003Cli data-section-id=\"1bs9y0\" data-start=\"11752\" data-end=\"11805\">Did it make it easier for people to share opinions?\u003C/li>\u003Cli data-section-id=\"1kzkh45\" data-start=\"11806\" data-end=\"11851\">Did it make it easier to align assumptions?\u003C/li>\u003Cli data-section-id=\"xq5a7x\" data-start=\"11852\" data-end=\"11897\">Did it reduce back-and-forth during review?\u003C/li>\u003C/ul>\u003Cp data-start=\"11899\" data-end=\"12080\">The value of Claude Design is not necessarily in creating a finished product in one shot. Its value lies more in how much it can reduce the burden of meeting preparation and review.\u003C/p>\u003Cp data-start=\"12082\" data-end=\"12183\">Start with one LP, one document, or one meeting.\u003Cbr>That kind of small start seems the most realistic.\u003C/p>\u003Chr data-start=\"12185\" data-end=\"12188\">\u003Ch1 data-section-id=\"1jxv0q2\" data-start=\"12190\" data-end=\"12199\">Summary\u003C/h1>\u003Cp data-start=\"12201\" data-end=\"12362\">The value of Claude Design does not seem to be in replacing designers.\u003Cbr>Rather, it lies in speeding up draft creation and helping teams align their assumptions.\u003C/p>\u003Cp data-start=\"12364\" data-end=\"12458\">From the perspective of EC operations, it seems especially compatible with situations such as:\u003C/p>\u003Cul data-start=\"12460\" data-end=\"12634\">\u003Cli data-section-id=\"qugk9l\" data-start=\"12460\" data-end=\"12510\">Creating initial drafts for promotional planning\u003C/li>\u003Cli data-section-id=\"195dpwe\" data-start=\"12511\" data-end=\"12569\">Preparing for cross-functional reviews and read-throughs\u003C/li>\u003Cli data-section-id=\"1qopmk4\" data-start=\"12570\" data-end=\"12634\">Creating drafts for search flow and UI improvement discussions\u003C/li>\u003C/ul>\u003Cp data-start=\"12636\" data-end=\"12848\">The most important point is not simply whether it can create something visually polished.\u003Cbr>The bigger value is whether it can quickly create something visible and reduce gaps in understanding during discussions.\u003C/p>\u003Cp data-start=\"12850\" data-end=\"13028\">In practice, this is often where teams spend a lot of time.\u003Cbr>That is why teams struggling with review preparation or repeated back-and-forth may find Claude Design worth trying.\u003C/p>\u003Chr data-start=\"13030\" data-end=\"13033\">\u003Ch1 data-section-id=\"afoywu\" data-start=\"13035\" data-end=\"13047\">References\u003C/h1>\u003Cp data-start=\"13049\" data-end=\"13186\">Official reference: Introducing Claude Design by Anthropic Labs / Anthropic\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://www.anthropic.com/news/claude-design-anthropic-labs\" data-start=\"13127\" data-end=\"13186\" rel=\"noopener\" target=\"_new\">https://www.anthropic.com/news/claude-design-anthropic-labs\u003C/a>\u003C/p>\u003Cp data-start=\"13188\" data-end=\"13341\">Official reference: Using Claude Design for prototypes and UX / Claude\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://claude.com/resources/tutorials/using-claude-design-for-prototypes-and-ux\" data-start=\"13261\" data-end=\"13341\" rel=\"noopener\" target=\"_new\">https://claude.com/resources/tutorials/using-claude-design-for-prototypes-and-ux\u003C/a>\u003C/p>\u003Cp data-start=\"13343\" data-end=\"13482\">Official reference: Introducing Canva in Claude Design by Anthropic Labs / Canva\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://www.canva.com/newsroom/news/canva-claude-design/\" data-start=\"13426\" data-end=\"13482\" rel=\"noopener\" target=\"_new\">https://www.canva.com/newsroom/news/canva-claude-design/\u003C/a>\u003C/p>\u003Cp data-start=\"13484\" data-end=\"13623\">Official reference: Updates to Consumer Terms and Privacy Policy / Anthropic\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://www.anthropic.com/news/updates-to-our-consumer-terms\" data-start=\"13563\" data-end=\"13623\" rel=\"noopener\" target=\"_new\">https://www.anthropic.com/news/updates-to-our-consumer-terms\u003C/a>\u003C/p>\u003Cp data-start=\"13625\" data-end=\"13872\">Commentary / expert article: I tried Claude Design for half an hour. I’m already locked out for a week / Ben Patterson / PCWorld\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://www.pcworld.com/article/3117811/i-tried-claude-design-for-half-an-hour-im-already-locked-out-for-a-week.html\" data-start=\"13756\" data-end=\"13872\" rel=\"noopener\" target=\"_new\">https://www.pcworld.com/article/3117811/i-tried-claude-design-for-half-an-hour-im-already-locked-out-for-a-week.html\u003C/a>\u003C/p>\u003Cp data-start=\"13965\" data-end=\"14334\" data-is-last-node=\"\" data-is-only-node=\"\">\u003Cem data-start=\"13965\" data-end=\"14334\" data-is-last-node=\"\">\u003Ci>Parts of this article were created with the support of ChatGPT and then edited and revised by the author. The content reflects the author’s personal views and does not represent the official views or statements of GDX Inc. This information is provided for reference purposes only. Please refer to official announcements and primary sources for the latest information.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":54,"ymd":55,"contents_type":7,"subject":56,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":57,"update_ymdhi":58,"topics_group_id":12,"slug":59,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":60,"thumbs":61,"wysiwyg":62},155,"2026-04-17","How Much Can Claude Managed Agents Simplify the Foundations of Internal Tool Development?","2026-04-17T17:57:53+09:00","2026-04-17T18:05:53+09:00","21-20260417",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1776416389/files/user/ページ：ニュース/15-20220630 (7).jpg","\u003Ch1 data-section-id=\"ld914v\" data-start=\"44\" data-end=\"140\">How Much Does Claude Managed Agents Reduce the Heavy Lifting Behind Internal Tool Development?\u003C/h1>\u003Cp data-start=\"142\" data-end=\"176\">I’m Mia Sato, an AI research lead.\u003C/p>\u003Cp data-start=\"178\" data-end=\"299\">In this article, I want to break down \u003Cstrong data-start=\"216\" data-end=\"269\">Anthropic’s newly announced Claude Managed Agents\u003C/strong> in the simplest way possible.\u003C/p>\u003Cp data-start=\"301\" data-end=\"447\">Put simply, it is a framework in which \u003Cstrong data-start=\"340\" data-end=\"446\">Anthropic provides much of the underlying infrastructure needed to run Claude as a task-oriented agent\u003C/strong>.\u003C/p>\u003Cp data-start=\"449\" data-end=\"636\">When companies have tried to build small internal tools powered by AI, the surprisingly heavy part has often not been the tool itself, but \u003Cstrong data-start=\"588\" data-end=\"635\">the preparation required before building it\u003C/strong>.\u003C/p>\u003Cp data-start=\"638\" data-end=\"843\">Even when it is already clear what you want AI to do, there is still a lot to set up first: the execution environment, permission controls, state management, retry handling when something fails, and so on.\u003C/p>\u003Cp data-start=\"845\" data-end=\"1031\">Claude Managed Agents becomes easier to understand when seen as Anthropic’s attempt to take on those foundational pieces, making it more realistic to build small agents for business use.\u003C/p>\u003Cp data-start=\"1033\" data-end=\"1076\">In this article, I will cover three things:\u003C/p>\u003Cul data-start=\"1078\" data-end=\"1291\">\u003Cli data-section-id=\"avr2st\" data-start=\"1078\" data-end=\"1125\">What has changed with Claude Managed Agents\u003C/li>\u003Cli data-section-id=\"b9949r\" data-start=\"1126\" data-end=\"1207\">What kinds of business tasks it may be well suited for from GDX’s perspective\u003C/li>\u003Cli data-section-id=\"15rqjwr\" data-start=\"1208\" data-end=\"1291\">Where it makes the most sense to begin if you are actually considering adoption\u003C/li>\u003C/ul>\u003Ch2 data-section-id=\"1x3e486\" data-start=\"1293\" data-end=\"1386\">At GDX, what we hear most is not “We don’t want to use AI,” but “It’s hard to get started”\u003C/h2>\u003Cp data-start=\"1388\" data-end=\"1472\">At GDX, more and more clients are asking about introducing AI into their operations.\u003C/p>\u003Cp data-start=\"1474\" data-end=\"1562\">But in many cases, the issue is not a lack of interest. The challenge is more practical.\u003C/p>\u003Cp data-start=\"1564\" data-end=\"1590\">We often hear things like:\u003C/p>\u003Cul data-start=\"1592\" data-end=\"1978\">\u003Cli data-section-id=\"1c7kicw\" data-start=\"1592\" data-end=\"1751\">“We want to use AI internally for organizing documents or drafting first versions, but we do not yet have an environment where we feel comfortable using it.”\u003C/li>\u003Cli data-section-id=\"1rn8pm1\" data-start=\"1752\" data-end=\"1850\">“Once we try to implement it, we still need engineers to connect tools and design the workflow.”\u003C/li>\u003Cli data-section-id=\"1mhhjzo\" data-start=\"1851\" data-end=\"1978\">“And when internal data is involved, we hesitate because we are not sure what should be exposed or how it should be managed.”\u003C/li>\u003C/ul>\u003Cp data-start=\"1980\" data-end=\"2069\">The real question is whether these \u003Cstrong data-start=\"2015\" data-end=\"2053\">points of friction before adoption\u003C/strong> can be reduced.\u003C/p>\u003Cp data-start=\"2071\" data-end=\"2127\">That is where Claude Managed Agents becomes interesting.\u003C/p>\u003Cp data-start=\"2129\" data-end=\"2212\">Of course, this does not eliminate every concern related to handling internal data.\u003C/p>\u003Cp data-start=\"2214\" data-end=\"2412\">Still, at the very least, it offers the possibility of \u003Cstrong data-start=\"2269\" data-end=\"2348\">not having to rebuild the underlying infrastructure from scratch every time\u003C/strong>, which could meaningfully lower the barrier to getting started.\u003C/p>\u003Chr data-start=\"2414\" data-end=\"2417\">\u003Ch2 data-section-id=\"i4wjj\" data-start=\"2419\" data-end=\"2466\">What has changed with Claude Managed Agents?\u003C/h2>\u003Cp data-start=\"2468\" data-end=\"2531\">Anthropic announced \u003Cstrong data-start=\"2488\" data-end=\"2530\">Claude Managed Agents on April 8, 2026\u003C/strong>.\u003C/p>\u003Cp data-start=\"2533\" data-end=\"2596\">It is a \u003Cstrong data-start=\"2541\" data-end=\"2556\">public beta\u003C/strong> feature offered on the Claude Platform.\u003C/p>\u003Cp data-start=\"2598\" data-end=\"2737\">This framework is designed to run Claude not merely as a chat interface, but as \u003Cstrong data-start=\"2678\" data-end=\"2736\">an agent that can carry out work across multiple steps\u003C/strong>.\u003C/p>\u003Cp data-start=\"2739\" data-end=\"2790\">Within this environment, Claude can do things like:\u003C/p>\u003Cul data-start=\"2792\" data-end=\"2875\">\u003Cli data-section-id=\"1l1ki1b\" data-start=\"2792\" data-end=\"2806\">read files\u003C/li>\u003Cli data-section-id=\"1e4dxs0\" data-start=\"2807\" data-end=\"2822\">write files\u003C/li>\u003Cli data-section-id=\"1clarv9\" data-start=\"2823\" data-end=\"2839\">run commands\u003C/li>\u003Cli data-section-id=\"1f3m3kv\" data-start=\"2840\" data-end=\"2858\">browse the web\u003C/li>\u003Cli data-section-id=\"1w6n1p6\" data-start=\"2859\" data-end=\"2875\">execute code\u003C/li>\u003C/ul>\u003Cp data-start=\"2877\" data-end=\"2949\">At first glance, you might think: “Wasn’t this already possible before?”\u003C/p>\u003Cp data-start=\"2951\" data-end=\"3080\">And that is true, to an extent. If you used the Claude API or the Agent SDK, it was already possible to build agent-like systems.\u003C/p>\u003Cp data-start=\"3082\" data-end=\"3220\">What made that difficult, however, was that \u003Cstrong data-start=\"3126\" data-end=\"3219\">most of the surrounding infrastructure still had to be built and managed by the developer\u003C/strong>.\u003C/p>\u003Cp data-start=\"3222\" data-end=\"3234\">For example:\u003C/p>\u003Cul data-start=\"3236\" data-end=\"3470\">\u003Cli data-section-id=\"8kq5ue\" data-start=\"3236\" data-end=\"3285\">how to separate execution environments safely\u003C/li>\u003Cli data-section-id=\"xt5455\" data-start=\"3286\" data-end=\"3332\">how to preserve conversation or task state\u003C/li>\u003Cli data-section-id=\"w2hbcq\" data-start=\"3333\" data-end=\"3375\">how to manage permissions for tool use\u003C/li>\u003Cli data-section-id=\"18z8x6\" data-start=\"3376\" data-end=\"3422\">how to handle retries when something fails\u003C/li>\u003Cli data-section-id=\"li8tpw\" data-start=\"3423\" data-end=\"3470\">how to track what happened during execution\u003C/li>\u003C/ul>\u003Cp data-start=\"3472\" data-end=\"3570\">Claude Managed Agents appears to shift much of this toward \u003Cstrong data-start=\"3531\" data-end=\"3569\">Anthropic’s managed infrastructure\u003C/strong>.\u003C/p>\u003Cp data-start=\"3572\" data-end=\"3632\">For non-engineers, one simple way to think about it is this:\u003C/p>\u003Cblockquote data-start=\"3634\" data-end=\"3752\">\u003Cp data-start=\"3636\" data-end=\"3752\">Anthropic is preparing the “workspace” and “operational framework” in advance so Claude can actually carry out work.\u003C/p>\u003C/blockquote>\u003Cp data-start=\"3754\" data-end=\"3801\">There are four major points worth highlighting.\u003C/p>\u003Ch3 data-section-id=\"wy8cu8\" data-start=\"3803\" data-end=\"3874\">1. It provides an execution environment designed for safe operation\u003C/h3>\u003Cp data-start=\"3876\" data-end=\"4073\">If AI is going to read files, process data, and perform actions, the question of \u003Cstrong data-start=\"3957\" data-end=\"3982\">where and how it runs\u003C/strong> matters a great deal. Not having to design that from scratch each time is a major benefit.\u003C/p>\u003Ch3 data-section-id=\"135hr3e\" data-start=\"4075\" data-end=\"4120\">2. It can retain work-in-progress context\u003C/h3>\u003Cp data-start=\"4122\" data-end=\"4326\">In real business operations, tasks rarely end with a single prompt and response. Work often depends on prior context and intermediate steps. Managed Agents is designed with these longer workflows in mind.\u003C/p>\u003Ch3 data-section-id=\"y89oh3\" data-start=\"4328\" data-end=\"4368\">3. It makes permission design easier\u003C/h3>\u003Cp data-start=\"4370\" data-end=\"4559\">When AI uses tools, teams need to decide what can be allowed automatically and where human approval should be required. Claude Managed Agents appears to make that boundary easier to define.\u003C/p>\u003Ch3 data-section-id=\"1otkd5m\" data-start=\"4561\" data-end=\"4624\">4. It reduces the need to build the agent loop from scratch\u003C/h3>\u003Cp data-start=\"4626\" data-end=\"4838\">Multi-step execution, retry logic, and workflow orchestration are all things developers have often needed to build themselves. Claude Managed Agents reduces that burden by providing more of the structure upfront.\u003C/p>\u003Cp data-start=\"4840\" data-end=\"4910\">In other words, what changes here is not just \u003Cstrong data-start=\"4886\" data-end=\"4909\">how smart the AI is\u003C/strong>.\u003C/p>\u003Cp data-start=\"4912\" data-end=\"5042\">The more important shift is \u003Cstrong data-start=\"4940\" data-end=\"5041\">how much of the operational foundation for using AI in real business workflows is handled for you\u003C/strong>.\u003C/p>\u003Chr data-start=\"5044\" data-end=\"5047\">\u003Ch2 data-section-id=\"1lkfje0\" data-start=\"5049\" data-end=\"5116\">From GDX’s perspective, what kinds of work seem like a good fit?\u003C/h2>\u003Cp data-start=\"5118\" data-end=\"5385\">From a company like GDX, which works close to the realities of e-commerce operations, Claude Managed Agents seems better suited not to flashy full automation, but to \u003Cstrong data-start=\"5284\" data-end=\"5384\">taking over the early-stage organizing and draft-building work that comes before final decisions\u003C/strong>.\u003C/p>\u003Ch3 data-section-id=\"1rk0mca\" data-start=\"5387\" data-end=\"5451\">1. Organizing inventory, promotions, and pricing information\u003C/h3>\u003Cp data-start=\"5453\" data-end=\"5548\">A common task in e-commerce is pulling together decision-making material from multiple sources.\u003C/p>\u003Cp data-start=\"5550\" data-end=\"5562\">For example:\u003C/p>\u003Cp data-start=\"5564\" data-end=\"5732\">A product may be selling well recently. But inventory is declining. Is the promotion still running? Has the price changed recently? Are we increasing advertising spend?\u003C/p>\u003Cp data-start=\"5734\" data-end=\"5800\">You cannot answer these questions from a single spreadsheet alone.\u003C/p>\u003Cp data-start=\"5802\" data-end=\"5826\">You may need to compare:\u003C/p>\u003Cul data-start=\"5828\" data-end=\"5927\">\u003Cli data-section-id=\"tirba6\" data-start=\"5828\" data-end=\"5848\">inventory sheets\u003C/li>\u003Cli data-section-id=\"1kvqrj4\" data-start=\"5849\" data-end=\"5874\">promotional schedules\u003C/li>\u003Cli data-section-id=\"598hzh\" data-start=\"5875\" data-end=\"5903\">pricing revision records\u003C/li>\u003Cli data-section-id=\"e7z1mw\" data-start=\"5904\" data-end=\"5927\">ad operations notes\u003C/li>\u003C/ul>\u003Cp data-start=\"5929\" data-end=\"6067\">What actually takes time is often \u003Cstrong data-start=\"5963\" data-end=\"6066\">not the decision itself, but the work of bringing all the relevant information into one place first\u003C/strong>.\u003C/p>\u003Cp data-start=\"6069\" data-end=\"6244\">Claude Managed Agents seems well suited to this kind of task:\u003Cbr>checking source A, then source B, then comparing both with source C, all while preserving context across steps.\u003C/p>\u003Cp data-start=\"6246\" data-end=\"6419\">Rather than handing over the final judgment, it can help assemble the materials needed \u003Cstrong data-start=\"6333\" data-end=\"6355\">before the meeting\u003C/strong>. That is where it seems likely to be useful in real operations.\u003C/p>\u003Ch3 data-section-id=\"gpyjdf\" data-start=\"6421\" data-end=\"6480\">2. Preparing advertising reports before weekly meetings\u003C/h3>\u003Cp data-start=\"6482\" data-end=\"6524\">Take a routine weekly advertising meeting.\u003C/p>\u003Cp data-start=\"6526\" data-end=\"6624\">Looking at numbers across Google, Meta, Yahoo, and other platforms, teams often need to summarize:\u003C/p>\u003Cul data-start=\"6626\" data-end=\"6720\">\u003Cli data-section-id=\"igblz1\" data-start=\"6626\" data-end=\"6653\">what was done this week\u003C/li>\u003Cli data-section-id=\"1acoxg7\" data-start=\"6654\" data-end=\"6687\">where numbers went up or down\u003C/li>\u003Cli data-section-id=\"1at19v4\" data-start=\"6688\" data-end=\"6720\">what should be reviewed next\u003C/li>\u003C/ul>\u003Cp data-start=\"6722\" data-end=\"6772\">This is time-consuming, even if it appears simple.\u003C/p>\u003Cp data-start=\"6774\" data-end=\"6875\">And in reality, it is not just a matter of copying metrics into slides. The process usually includes:\u003C/p>\u003Cul data-start=\"6877\" data-end=\"7069\">\u003Cli data-section-id=\"lxsrg5\" data-start=\"6877\" data-end=\"6912\">checking week-over-week changes\u003C/li>\u003Cli data-section-id=\"msttr6\" data-start=\"6913\" data-end=\"6961\">reviewing the impact of campaign adjustments\u003C/li>\u003Cli data-section-id=\"ltoe0\" data-start=\"6962\" data-end=\"7005\">identifying areas that need explanation\u003C/li>\u003Cli data-section-id=\"127vydc\" data-start=\"7006\" data-end=\"7069\">formatting the output so it is easy to discuss in a meeting\u003C/li>\u003C/ul>\u003Cp data-start=\"7071\" data-end=\"7179\">Claude Managed Agents seems compatible with exactly this kind of \u003Cstrong data-start=\"7136\" data-end=\"7178\">multi-step information-organizing work\u003C/strong>.\u003C/p>\u003Cp data-start=\"7181\" data-end=\"7315\">It can potentially read multiple reports, identify differences, summarize discussion points, and shape the output into something like:\u003C/p>\u003Cul data-start=\"7317\" data-end=\"7396\">\u003Cli data-section-id=\"1kuriwg\" data-start=\"7317\" data-end=\"7343\">this week’s key points\u003C/li>\u003Cli data-section-id=\"o7xpeq\" data-start=\"7344\" data-end=\"7363\">notable changes\u003C/li>\u003Cli data-section-id=\"19l2q15\" data-start=\"7364\" data-end=\"7396\">items requiring confirmation\u003C/li>\u003C/ul>\u003Cp data-start=\"7398\" data-end=\"7469\">That kind of flow benefits from preserving context throughout the task.\u003C/p>\u003Ch3 data-section-id=\"1si5xvf\" data-start=\"7471\" data-end=\"7514\">3. Drafting product information updates\u003C/h3>\u003Cp data-start=\"7516\" data-end=\"7619\">In e-commerce, new product listings, price revisions, and promotional copy updates happen all the time.\u003C/p>\u003Cp data-start=\"7621\" data-end=\"7778\">What makes this difficult is often \u003Cstrong data-start=\"7656\" data-end=\"7699\">not coming up with content from nothing\u003C/strong>, but transforming existing information into a format suitable for publication.\u003C/p>\u003Cp data-start=\"7780\" data-end=\"7822\">The necessary materials may already exist:\u003C/p>\u003Cul data-start=\"7824\" data-end=\"7934\">\u003Cli data-section-id=\"s1cgqf\" data-start=\"7824\" data-end=\"7841\">product names\u003C/li>\u003Cli data-section-id=\"16zmtrd\" data-start=\"7842\" data-end=\"7866\">specification sheets\u003C/li>\u003Cli data-section-id=\"an0b9p\" data-start=\"7867\" data-end=\"7884\">feature lists\u003C/li>\u003Cli data-section-id=\"56ct4w\" data-start=\"7885\" data-end=\"7902\">caution notes\u003C/li>\u003Cli data-section-id=\"1ltfrli\" data-start=\"7903\" data-end=\"7913\">prices\u003C/li>\u003Cli data-section-id=\"r48oz8\" data-start=\"7914\" data-end=\"7934\">campaign details\u003C/li>\u003C/ul>\u003Cp data-start=\"7936\" data-end=\"8041\">But they are often scattered across tables, documents, and internal notes, and cannot be published as-is.\u003C/p>\u003Cp data-start=\"8043\" data-end=\"8192\">Claude Managed Agents seems especially useful for this kind of work:\u003Cbr>\u003Cstrong data-start=\"8114\" data-end=\"8191\">collecting the relevant information and fitting it into a standard format\u003C/strong>.\u003C/p>\u003Cp data-start=\"8194\" data-end=\"8273\">For example, it could take a specification sheet and a template, then generate:\u003C/p>\u003Cul data-start=\"8275\" data-end=\"8435\">\u003Cli data-section-id=\"1524r8h\" data-start=\"8275\" data-end=\"8306\">a draft product description\u003C/li>\u003Cli data-section-id=\"j2ir78\" data-start=\"8307\" data-end=\"8340\">a bullet list of key features\u003C/li>\u003Cli data-section-id=\"56ct4w\" data-start=\"8341\" data-end=\"8358\">caution notes\u003C/li>\u003Cli data-section-id=\"199lt70\" data-start=\"8359\" data-end=\"8435\">and a separate list of unclear points that still need human confirmation\u003C/li>\u003C/ul>\u003Cp data-start=\"8437\" data-end=\"8577\">Even if a person still performs the final review, having the first 80% prepared can significantly reduce the burden on the operational team.\u003C/p>\u003Chr data-start=\"8579\" data-end=\"8582\">\u003Ch2 data-section-id=\"1ov28og\" data-start=\"8584\" data-end=\"8635\">If you were to adopt it, where should you start?\u003C/h2>\u003Cp data-start=\"8637\" data-end=\"8675\">This is an especially important point.\u003C/p>\u003Cp data-start=\"8677\" data-end=\"8774\">With systems like Claude Managed Agents, trying to start too big often leads to stalled adoption.\u003C/p>\u003Cp data-start=\"8776\" data-end=\"8830\">A more realistic approach is to focus on three things.\u003C/p>\u003Ch3 data-section-id=\"1a0v493\" data-start=\"8832\" data-end=\"8863\">First, keep the scope small\u003C/h3>\u003Cp data-start=\"8865\" data-end=\"9003\">Rather than trying to automate an entire workflow from day one, start with narrowly defined tasks where outcomes are easy to see, such as:\u003C/p>\u003Cul data-start=\"9005\" data-end=\"9097\">\u003Cli data-section-id=\"6mreog\" data-start=\"9005\" data-end=\"9046\">organizing weekly advertising reports\u003C/li>\u003Cli data-section-id=\"13kkiaf\" data-start=\"9047\" data-end=\"9097\">drafting initial copy for product registration\u003C/li>\u003C/ul>\u003Ch3 data-section-id=\"1ojc2gd\" data-start=\"9099\" data-end=\"9161\">Second, limit the first phase to organization and drafting\u003C/h3>\u003Cp data-start=\"9163\" data-end=\"9277\">Instead of letting the system directly update data or send outputs in the early stages, it is safer to begin with:\u003C/p>\u003Cul data-start=\"9279\" data-end=\"9353\">\u003Cli data-section-id=\"1ur4shr\" data-start=\"9279\" data-end=\"9307\">information organization\u003C/li>\u003Cli data-section-id=\"e8i3jk\" data-start=\"9308\" data-end=\"9332\">difference detection\u003C/li>\u003Cli data-section-id=\"1tl2h57\" data-start=\"9333\" data-end=\"9353\">draft generation\u003C/li>\u003C/ul>\u003Cp data-start=\"9355\" data-end=\"9429\">These are easier for humans to review, and mistakes are easier to correct.\u003C/p>\u003Ch3 data-section-id=\"1sot8qv\" data-start=\"9431\" data-end=\"9500\">Third, define data boundaries and human responsibility in advance\u003C/h3>\u003Cp data-start=\"9502\" data-end=\"9551\">Before implementation, it is important to decide:\u003C/p>\u003Cul data-start=\"9553\" data-end=\"9719\">\u003Cli data-section-id=\"178nne7\" data-start=\"9553\" data-end=\"9597\">what data the agent is allowed to access\u003C/li>\u003Cli data-section-id=\"1fwe97d\" data-start=\"9598\" data-end=\"9634\">what data it should not be shown\u003C/li>\u003Cli data-section-id=\"1s37pal\" data-start=\"9635\" data-end=\"9668\">which outputs are only drafts\u003C/li>\u003Cli data-section-id=\"1xsncmi\" data-start=\"9669\" data-end=\"9719\">which decisions must always remain with humans\u003C/li>\u003C/ul>\u003Cp data-start=\"9721\" data-end=\"9860\">If these boundaries are unclear, the adoption effort is likely to stall not because of the technology, but because of operational concerns.\u003C/p>\u003Cp data-start=\"9862\" data-end=\"9889\">So in practice, the key is:\u003C/p>\u003Cul data-start=\"9891\" data-end=\"10013\">\u003Cli data-section-id=\"rjlr7b\" data-start=\"9891\" data-end=\"9906\">start small\u003C/li>\u003Cli data-section-id=\"4p246u\" data-start=\"9907\" data-end=\"9977\">limit use to front-end knowledge work like organizing and drafting\u003C/li>\u003Cli data-section-id=\"1qmmj3f\" data-start=\"9978\" data-end=\"10013\">define the boundary lines first\u003C/li>\u003C/ul>\u003Chr data-start=\"10015\" data-end=\"10018\">\u003Ch2 data-section-id=\"8dtpi\" data-start=\"10020\" data-end=\"10033\">Conclusion\u003C/h2>\u003Cp data-start=\"10035\" data-end=\"10130\">Claude Managed Agents is not primarily an announcement about \u003Cstrong data-start=\"10096\" data-end=\"10129\">how intelligent AI has become\u003C/strong>.\u003C/p>\u003Cp data-start=\"10132\" data-end=\"10266\">More importantly, it is about \u003Cstrong data-start=\"10162\" data-end=\"10265\">how much lighter the operational foundation can become when putting AI into real business workflows\u003C/strong>.\u003C/p>\u003Cp data-start=\"10268\" data-end=\"10342\">From GDX’s point of view, the most immediate fit seems to be work such as:\u003C/p>\u003Cul data-start=\"10344\" data-end=\"10477\">\u003Cli data-section-id=\"1umtvcp\" data-start=\"10344\" data-end=\"10378\">organizing advertising reports\u003C/li>\u003Cli data-section-id=\"wx7bka\" data-start=\"10379\" data-end=\"10411\">drafting product information\u003C/li>\u003Cli data-section-id=\"14uhqc8\" data-start=\"10412\" data-end=\"10477\">preparing inventory and promotional materials before meetings\u003C/li>\u003C/ul>\u003Cp data-start=\"10479\" data-end=\"10602\">These are tasks that are repetitive, span multiple documents or data sources, and still keep final judgment in human hands.\u003C/p>\u003Cp data-start=\"10604\" data-end=\"10881\">Rather than seeing Claude Managed Agents as a system for handing everything over to AI, it may be more practical to see it as \u003Cstrong data-start=\"10730\" data-end=\"10880\">infrastructure that makes it easier to build small internal agents that support preparation, alignment, and execution readiness inside the company\u003C/strong>.\u003C/p>\u003Cp data-start=\"10883\" data-end=\"10984\">That, at least, feels like the most realistic way to understand its value in day-to-day business use.\u003C/p>\u003Chr data-start=\"10986\" data-end=\"10989\">\u003Ch2 data-section-id=\"1g5aw3h\" data-start=\"10991\" data-end=\"11004\">References\u003C/h2>\u003Cul data-start=\"11006\" data-end=\"11426\">\u003Cli data-section-id=\"1gc5r9r\" data-start=\"11006\" data-end=\"11087\">Official: \u003Cem data-start=\"11018\" data-end=\"11071\">\u003Ci>Claude Managed Agents: get to production 10x faster\u003C/i>\u003C/em> / Claude Blog\u003C/li>\u003Cli data-section-id=\"1d1uas3\" data-start=\"11088\" data-end=\"11152\">Official: \u003Cem data-start=\"11100\" data-end=\"11132\">\u003Ci>Claude Managed Agents overview\u003C/i>\u003C/em> / Claude API Docs\u003C/li>\u003Cli data-section-id=\"g76z3m\" data-start=\"11153\" data-end=\"11209\">Official: \u003Cem data-start=\"11165\" data-end=\"11189\">\u003Ci>API and data retention\u003C/i>\u003C/em> / Claude API Docs\u003C/li>\u003Cli data-section-id=\"1amvkqz\" data-start=\"11210\" data-end=\"11310\">Commentary: \u003Cem data-start=\"11224\" data-end=\"11300\">\u003Ci>Anthropic’s New Product Aims to Handle the Hard Part of Building AI Agents\u003C/i>\u003C/em> / WIRED\u003C/li>\u003Cli data-section-id=\"1mvf81k\" data-start=\"11311\" data-end=\"11426\">Commentary: \u003Cem data-start=\"11325\" data-end=\"11415\">\u003Ci>Anthropic Just Launched Managed Agents. Let’s Talk About How We’re Going to Pay for This\u003C/i>\u003C/em> / Finout\u003C/li>\u003C/ul>\u003Cp data-start=\"11428\" data-end=\"11516\"> \u003C/p>\u003Cp data-start=\"11518\" data-end=\"11900\">\u003Cem data-start=\"11518\" data-end=\"11900\">\u003Ci>Portions of this article were created with the assistance of ChatGPT and were subsequently edited and revised by the author. The content reflects the personal views of the author and does not represent the official position or statement of GDX Inc. This material is provided for reference purposes only. Please refer to official announcements and primary sources for confirmation.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":64,"ymd":65,"contents_type":7,"subject":66,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":67,"update_ymdhi":68,"topics_group_id":12,"slug":69,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":70,"thumbs":71,"wysiwyg":72},154,"2026-04-10","OpenArt AI: A Practical Way to Reduce Rework in Image and Video Creation Through Detailed Edits, Not Just One-Shot Generation","2026-04-10T18:10:36+09:00","2026-04-10T18:23:27+09:00","21-20260410",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1775812754/files/user/ページ：ニュース/15-20210310 (17).jpg","\u003Ch2>Introduction\u003C/h2>\u003Cp>I’m Mia Sato, an AI Researcher from GDX.\u003C/p>\u003Cp>In this article, I’ll be looking at \u003Cstrong>OpenArt AI\u003C/strong>, a tool that uses AI to create both images and videos. While it has been gaining traction in English-speaking markets, there is still relatively little detailed information available in Japanese. What especially stood out to me is that OpenArt is designed not only for \u003Cstrong>generating images\u003C/strong>, but also for \u003Cstrong>editing specific parts of them, refining them through conversation, and even extending images into video\u003C/strong>.\u003C/p>\u003Cp>This article outlines what OpenArt AI can do and how it can be used in real-world workflows.\u003C/p>\u003Cp>At GDX, we also hear these kinds of concerns from client companies. For example, they may generate an image with a strong overall composition and mood using an AI tool, but when they try to make small adjustments—such as tidying up the background, removing an unnecessary element, or naturally correcting just the hands—the AI ends up altering the entire image.\u003C/p>\u003Cp>In other words, the real challenge in practice is often not \u003Cstrong>being unable to create an image\u003C/strong>, but \u003Cstrong>being unable to edit just one part of an almost-finished image effectively\u003C/strong>.\u003C/p>\u003Cp>From that perspective, this article looks at where OpenArt AI may be especially useful in reducing this kind of rework.\u003C/p>\u003Ch2>What Is OpenArt?\u003C/h2>\u003Cp>OpenArt is a generative AI tool that makes it easier to handle \u003Cstrong>image generation, image editing, and image-to-video expansion in one environment\u003C/strong>. Its distinguishing feature is that it is designed not only for creating images, but also for improving them after they have already been made.\u003C/p>\u003Ch3>Main Features\u003C/h3>\u003Cp>\u003Cstrong>Text-to-Image\u003C/strong>\u003Cbr>Generate images from text prompts.\u003C/p>\u003Cp>\u003Cstrong>Chat to Edit\u003C/strong>\u003Cbr>Refine and adjust images naturally through conversational instructions.\u003C/p>\u003Cp>\u003Cstrong>Edit Image\u003C/strong>\u003Cbr>Modify the mood or elements of an existing image.\u003C/p>\u003Cp>\u003Cstrong>Inpainting\u003C/strong>\u003Cbr>Edit only a specific selected area of an image.\u003C/p>\u003Cp>\u003Cstrong>Find and Replace\u003C/strong>\u003Cbr>Remove unwanted elements or replace them with different ones.\u003C/p>\u003Cp>\u003Cstrong>Magic Brush\u003C/strong>\u003Cbr>A handy editing feature for fixing small inconsistencies and making partial adjustments.\u003C/p>\u003Cp>\u003Cstrong>Image-to-Video\u003C/strong>\u003Cbr>Turn still images into short video content.\u003C/p>\u003Ch2>OpenArt’s Strengths\u003C/h2>\u003Cp>OpenArt’s strength lies not only in creating something from scratch, but also in \u003Cstrong>editing after creation\u003C/strong>.\u003C/p>\u003Cp>Its advantages include:\u003C/p>\u003Cul>\u003Cli>making it easier to correct only part of an image without disrupting the whole composition\u003C/li>\u003Cli>supporting background changes, unwanted object removal, and subtle corrections to hands or facial expressions\u003C/li>\u003Cli>making it easier to create alternative versions or video content from existing images\u003C/li>\u003Cli>fitting well with the common practical need of “just fixing one small thing”\u003C/li>\u003C/ul>\u003Ch2>Practical Perspective\u003C/h2>\u003Cp>The real value of OpenArt is not necessarily in producing a perfect image from the start, but in making it easier to improve an image step by step by refining specific parts.\u003C/p>\u003Cp>That makes it particularly useful in situations such as:\u003C/p>\u003Cul>\u003Cli>the composition is good, but only the background needs adjustment\u003C/li>\u003Cli>you want to remove a small unwanted object\u003C/li>\u003Cli>you want to correct just the facial expression or hands naturally\u003C/li>\u003Cli>you want to turn an existing still image into short-form video content\u003C/li>\u003C/ul>\u003Cp>In these cases, OpenArt becomes a highly practical tool.\u003C/p>\u003Ch2>From GDX’s Perspective: Where OpenArt AI Fits in E-Commerce Operations\u003C/h2>\u003Cp>In e-commerce operations, OpenArt AI is easier to understand not as a tool for creating everything from scratch, but as a tool for making existing creative assets more usable.\u003C/p>\u003Cp>In real operations, the common challenge is often not:\u003C/p>\u003Cul>\u003Cli>“we do not have enough images at all”\u003C/li>\u003C/ul>\u003Cp>but rather:\u003C/p>\u003Cul>\u003Cli>“this image is almost usable, but there is one small thing that bothers us”\u003C/li>\u003Cli>“we want to use the same product image in a different way”\u003C/li>\u003Cli>“we have still images, but not enough video material”\u003C/li>\u003C/ul>\u003Cp>These are the kinds of “one more step” adjustments that frequently come up in day-to-day workflows.\u003C/p>\u003Cp>OpenArt works particularly well in these situations. Three functions in particular are easy to apply in practice:\u003C/p>\u003Cul>\u003Cli>\u003Cstrong>Inpainting\u003C/strong>: correct only one part\u003C/li>\u003Cli>\u003Cstrong>Find & Replace\u003C/strong>: swap out specific elements\u003C/li>\u003Cli>\u003Cstrong>Image to Video\u003C/strong>: turn still images into short videos\u003C/li>\u003C/ul>\u003Cp>Below, I organize these into three practical use cases that are easy to imagine in e-commerce operations.\u003C/p>\u003Ch2>1. Use Inpainting for Minor Product Image Corrections\u003C/h2>\u003Ch3>Typical Situation\u003C/h3>\u003Cp>In e-commerce product images, the overall composition and appearance may already be fine, but there may still be small issues such as:\u003C/p>\u003Cul>\u003Cli>a slight unwanted reflection in the background\u003C/li>\u003Cli>an unnecessary shadow next to the product\u003C/li>\u003Cli>one area of texture that looks unnatural\u003C/li>\u003C/ul>\u003Cp>These are cases where the issue is noticeable, but not significant enough to justify a full reshoot.\u003C/p>\u003Ch3>How to Use It\u003C/h3>\u003Cp>In this case, OpenArt’s \u003Cstrong>Inpainting\u003C/strong> feature can be used to select and correct only the area that needs adjustment. According to OpenArt’s official explanation, Inpainting is intended for filling in, replacing, or correcting specific parts of an image without changing the entire image.\u003C/p>\u003Ch3>Example\u003C/h3>\u003Cp>Imagine a product photo on a white background that is almost ready to use, but there is a small reflection or dust-like visual noise next to the bottle. You can select only that area and remove it naturally.\u003C/p>\u003Cp>Or in an apparel product image, if the sleeve looks slightly distorted, you can repair just that area so it blends in more naturally.\u003C/p>\u003Cp>This makes it easier to fix minor inconsistencies without affecting the overall composition or brand feel of the image.\u003C/p>\u003Ch3>Suitable Use Cases\u003C/h3>\u003Cul>\u003Cli>final touch-ups before publishing on a product page\u003C/li>\u003Cli>first-pass fixes before requesting a reshoot\u003C/li>\u003Cli>correcting minor issues pointed out during internal review\u003C/li>\u003C/ul>\u003Cp>In short, Inpainting is well suited to e-commerce work where \u003Cstrong>the overall image is already good, but one part needs improvement\u003C/strong>.\u003C/p>\u003Ch2>2. Use Find & Replace for Seasonal Promotions and Campaign Variations\u003C/h2>\u003Ch3>Typical Situation\u003C/h3>\u003Cp>In e-commerce, teams often need to adapt the same product image for different seasons, campaigns, or feature pages. For example, a standard product image may need to be repositioned for Mother’s Day, a summer sale, or a gift campaign.\u003C/p>\u003Ch3>How to Use It\u003C/h3>\u003Cp>In this case, \u003Cstrong>Find & Replace\u003C/strong> is particularly useful. According to OpenArt’s official explanation, this feature is designed to identify specific elements in an image and replace them with others, making it easier to change only part of the presentation without significantly altering the overall composition.\u003C/p>\u003Ch3>Example\u003C/h3>\u003Cp>Imagine a product image of a tea gift set placed on a wooden table. If you want to adapt it for a Mother’s Day campaign, you could replace the surrounding props with flowers or ribbons, or brighten part of the background to create a more seasonal mood. This allows you to change the impression of the creative while keeping the product itself unchanged.\u003C/p>\u003Cfigure class=\"image image_resized\" style=\"width:80.59%;\">\u003Cimg style=\"aspect-ratio:1964/494;\" src=\"https://gdx-corp-sitekey.g.kuroco-img.app/v=1775812956/files/user/topics_img/7/2/1775541995-ckQWir2PqDTAU1ZSKtRy0FNC.webp\" width=\"1964\" height=\"494\">\u003C/figure>\u003Cp>Another clear example would be an interior product image. By replacing the plants in the background with a different style, you could quickly create multiple variations such as “Scandinavian,” “natural,” or “hotel-inspired.”\u003C/p>\u003Ch3>Suitable Use Cases\u003C/h3>\u003Cul>\u003Cli>creating draft visuals for campaign-specific banners\u003C/li>\u003Cli>producing multiple promotional directions for landing pages or feature pages\u003C/li>\u003Cli>generating creative variations for A/B testing of the same product\u003C/li>\u003C/ul>\u003Cp>In short, \u003Cstrong>Find & Replace\u003C/strong> is useful when \u003Cstrong>you want to keep the product itself the same, but adjust the surrounding presentation to match different sales angles\u003C/strong>.\u003C/p>\u003Ch2>3. Use Image to Video for Social Media Ads and Short-Form Promotion\u003C/h2>\u003Ch3>Typical Situation\u003C/h3>\u003Cp>In e-commerce operations, teams often have still images for product pages, but lack materials suitable for Instagram Reels, TikTok, or short-form video ads. Producing new video footage takes both time and money, so sometimes the priority is simply to test a video direction quickly using existing still assets.\u003C/p>\u003Ch3>How to Use It\u003C/h3>\u003Cp>In this case, OpenArt’s \u003Cstrong>Image to Video\u003C/strong> feature can be used to transform existing product images or key visuals into short video content. According to OpenArt’s official explanation, Image to Video adds motion, depth, and a sense of story to still images, making them more useful for social media, presentations, and marketing.\u003C/p>\u003Ch3>Example\u003C/h3>\u003Cp>For example, even if all you have is a still product image for a skincare item, you can use it to create a short video concept in which:\u003C/p>\u003Cul>\u003Cli>the camera slowly zooms in\u003C/li>\u003Cli>the background light moves softly\u003C/li>\u003Cli>water droplets or light effects enhance the sense of freshness\u003C/li>\u003C/ul>\u003Cp>This makes it possible to produce an initial mock-up for a social media ad in a short amount of time.\u003C/p>\u003Cp>In food e-commerce, you could also add steam or subtle light movement to packaging imagery to explore a more appetizing short-form visual direction.\u003C/p>\u003Ch3>Suitable Use Cases\u003C/h3>\u003Cul>\u003Cli>creating first drafts for social media ads\u003C/li>\u003Cli>using motion concepts as a storyboard substitute before full production\u003C/li>\u003Cli>testing short-form acquisition assets outside the product page\u003C/li>\u003C/ul>\u003Cp>In short, \u003Cstrong>Image to Video\u003C/strong> is especially useful when \u003Cstrong>you want to test a moving visual concept quickly before investing in full production\u003C/strong>.\u003C/p>\u003Ch2>Points to Confirm Before Adoption\u003C/h2>\u003Ch3>1. Preview: How far should you test before production use?\u003C/h3>\u003Cp>AI editing features are convenient, but they do not always produce the same output every time. Even a small change in the prompt can affect a wider area than expected.\u003C/p>\u003Cp>For that reason, rather than integrating them into automated workflows from the start, it is safer to first use them for:\u003C/p>\u003Cul>\u003Cli>drafts\u003C/li>\u003Cli>rough previews for review\u003C/li>\u003Cli>support materials for internal alignment\u003C/li>\u003C/ul>\u003Cp>This step-by-step approach also makes them easier to integrate into actual operations.\u003C/p>\u003Ch3>2. Data Handling: A common point where e-commerce operations get stuck\u003C/h3>\u003Cp>Data used in e-commerce operations often includes customer information, sales figures, inventory, cost data, and images of unreleased products—all of which need to be handled carefully.\u003C/p>\u003Cp>Even if a tool is convenient, workflows that directly input CSV files or unreleased assets are likely to be blocked during internal review.\u003C/p>\u003Cp>It is generally easier to start with:\u003C/p>\u003Cul>\u003Cli>already public assets\u003C/li>\u003Cli>anonymized data\u003C/li>\u003Cli>images prepared specifically for testing\u003C/li>\u003C/ul>\u003Cp>In particular, the more convenient a workflow appears, the more likely it is to raise additional review points. “It would be faster if we just uploaded everything” is not always something that will be approved as-is.\u003C/p>\u003Ch2>Conclusion\u003C/h2>\u003Cp>The key value of OpenArt AI is not the flashiness of image generation itself, but how easy it makes it to handle \u003Cstrong>“just one more small fix.”\u003C/strong>\u003C/p>\u003Cp>Change only the background.\u003Cbr>Remove only one element.\u003Cbr>Refine through conversation.\u003Cbr>Extend a still image into video.\u003C/p>\u003Cp>Because these steps are connected in a single workflow, I see OpenArt less as a tool for full creative automation and more as a tool that can reduce rework in creative operations.\u003C/p>\u003Cp>In e-commerce and DX settings, progress often comes faster not by aiming for a perfect deliverable from the beginning, but by producing an 80-point draft quickly and reviewing it together. OpenArt AI seems particularly worth testing in exactly that kind of situation.\u003C/p>\u003Cp>It may be especially well suited to teams where the common challenge is not “we need to remake everything,” but rather “we just need to fix that one part.”\u003C/p>\u003Ch2>References\u003C/h2>\u003Cp>Official: OpenArt / OpenArt / \u003Ca href=\"https://openart.ai/\">https://openart.ai/\u003C/a>\u003Cbr>Official: Terms & Policies / OpenArt / \u003Ca href=\"https://openart.ai/suite/terms\">https://openart.ai/suite/terms\u003C/a>\u003Cbr>Official: OpenArt Help Center / OpenArt / \u003Ca href=\"https://openart.ai/help\">https://openart.ai/help\u003C/a>\u003Cbr>Expert commentary: \u003Ci>The Best AI Photo Editors in 2026\u003C/i> / Harry Guinness / Zapier / \u003Ca href=\"https://zapier.com/blog/best-ai-photo-editor/\">https://zapier.com/blog/best-ai-photo-editor/\u003C/a>\u003Cbr>Expert commentary: \u003Ci>Coco Mao, CEO of OpenArt, on Building the TikTok for AI Video\u003C/i> / Sacra / \u003Ca href=\"https://sacra.com/research/coco-mao-openart-tiktok-for-ai-video/\">https://sacra.com/research/coco-mao-openart-tiktok-for-ai-video/\u003C/a>\u003C/p>\u003Cp>For more information about GDX Inc., please visit:\u003Cbr>Company website: \u003Ca href=\"https://gdx.inc/\">https://gdx.inc/\u003C/a>\u003C/p>\u003Cp>\u003Ci>Parts of this article were created with the support of ChatGPT and then edited and revised by the author. The content reflects the personal views of the author and does not represent the official position or statement of GDX Inc. This information is provided for reference purposes only, and readers should consult official announcements and primary sources where appropriate.\u003C/i>\u003C/p>",{"topics_id":74,"ymd":75,"contents_type":7,"subject":76,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":77,"update_ymdhi":78,"topics_group_id":12,"slug":79,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":80,"thumbs":81,"wysiwyg":82},153,"2026-04-03","Google Stitch Has Evolved from an AI for Building UI into a Tool for Moving Conversations Forward Faster","2026-04-03T16:53:11+09:00","2026-04-03T16:54:28+09:00","21-20260403",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1775202960/files/user/ページ：ニュース/15-20220630 (5).jpg","\u003Ch1 data-section-id=\"12q1sue\" data-start=\"121\" data-end=\"135\">Introduction\u003C/h1>\u003Cp data-start=\"137\" data-end=\"184\">Hello, I’m Mia Sato, an AI Research Specialist.\u003C/p>\u003Cp data-start=\"186\" data-end=\"307\">Have you ever felt that, in many cases, you spend more time explaining the situation than actually doing the work itself?\u003C/p>\u003Cp data-start=\"309\" data-end=\"321\">For example:\u003C/p>\u003Cul data-start=\"323\" data-end=\"679\">\u003Cli data-section-id=\"a5xw6g\" data-start=\"323\" data-end=\"456\">You already submitted the advertising report, but when the meeting starts, you still have to explain the background all over again.\u003C/li>\u003Cli data-section-id=\"gvcr9h\" data-start=\"457\" data-end=\"530\">You are discussing an LP, but everyone has a different picture in mind.\u003C/li>\u003Cli data-section-id=\"c8mxai\" data-start=\"531\" data-end=\"679\">You simply want to improve an internal screen, yet the discussion drags on because no one can clearly visualize what that screen should look like.\u003C/li>\u003C/ul>\u003Cp data-start=\"681\" data-end=\"718\">These situations happen all the time.\u003C/p>\u003Cp data-start=\"720\" data-end=\"852\">The materials exist. The discussion points exist. And yet, everyone is still looking at something slightly different in their heads.\u003C/p>\u003Cp data-start=\"854\" data-end=\"927\">The longer it takes to align those assumptions, the more work slows down.\u003C/p>\u003Cp data-start=\"929\" data-end=\"1282\">As I have been looking at the recent updates to Google Stitch, I have started to see an interesting possibility. Rather than viewing it simply as a tool for generating UI automatically, I see it as something that could reduce the back-and-forth explanation between planning, operations, and development, and help conversations move forward more quickly.\u003C/p>\u003Chr data-start=\"1284\" data-end=\"1287\">\u003Ch1 data-section-id=\"10oyonk\" data-start=\"1289\" data-end=\"1315\">What This Article Covers\u003C/h1>\u003Cp data-start=\"1317\" data-end=\"1402\">In this article, I will walk through the latest updates to Google Stitch and look at:\u003C/p>\u003Cul data-start=\"1404\" data-end=\"1559\">\u003Cli data-section-id=\"1m92zei\" data-start=\"1404\" data-end=\"1422\">what has changed\u003C/li>\u003Cli data-section-id=\"14yft8x\" data-start=\"1423\" data-end=\"1473\">where it can be useful in real business settings\u003C/li>\u003Cli data-section-id=\"1cxyi6p\" data-start=\"1474\" data-end=\"1523\">how to use it effectively without getting stuck\u003C/li>\u003Cli data-section-id=\"odwyvd\" data-start=\"1524\" data-end=\"1559\">what to review before adopting it\u003C/li>\u003C/ul>\u003Chr data-start=\"1561\" data-end=\"1564\">\u003Ch1 data-section-id=\"1raofh7\" data-start=\"1566\" data-end=\"1575\">Why GDX\u003C/h1>\u003Cp data-start=\"1577\" data-end=\"1633\">At GDX, we often hear similar frustrations from clients.\u003C/p>\u003Cul data-start=\"1635\" data-end=\"1989\">\u003Cli data-section-id=\"1qqh652\" data-start=\"1635\" data-end=\"1750\">Reports exist, but additional explanations are still needed because of background checks and follow-up questions.\u003C/li>\u003Cli data-section-id=\"1obsm6z\" data-start=\"1751\" data-end=\"1861\">Information about promotions, inventory, and price revisions is scattered, which slows down decision-making.\u003C/li>\u003Cli data-section-id=\"72kezc\" data-start=\"1862\" data-end=\"1989\">Different stakeholders are looking at the same issue from different angles, making it harder for discussions to move forward.\u003C/li>\u003C/ul>\u003Cp data-start=\"1991\" data-end=\"2074\">These kinds of misalignments gradually reduce the speed of execution on the ground.\u003C/p>\u003Cp data-start=\"2076\" data-end=\"2241\">That is why, at GDX, we see potential in tools like Google Stitch that can quickly visualize a rough first draft and help stakeholders align around the same picture.\u003C/p>\u003Cp data-start=\"2243\" data-end=\"2474\">The reason we are focusing on this topic is not simply to introduce another new UI tool. It is because we believe it may offer a practical hint for reducing the “loss caused by explanation” that happens so often in day-to-day work.\u003C/p>\u003Chr data-start=\"2825\" data-end=\"2828\">\u003Ch1 data-section-id=\"1gzvbl4\" data-start=\"2830\" data-end=\"2867\">What Kind of Tool Is Google Stitch?\u003C/h1>\u003Cp data-start=\"2869\" data-end=\"2991\">In short, Google Stitch is a design support tool from Google Labs that can quickly generate UI drafts from text or images.\u003C/p>\u003Cp data-start=\"2993\" data-end=\"3022\">You can describe things like:\u003C/p>\u003Cul data-start=\"3024\" data-end=\"3153\">\u003Cli data-section-id=\"5hmi8u\" data-start=\"3024\" data-end=\"3060\">“I want to build a page like this”\u003C/li>\u003Cli data-section-id=\"182b3o3\" data-start=\"3061\" data-end=\"3100\">“I need a screen for users like this”\u003C/li>\u003Cli data-section-id=\"l4cmxz\" data-start=\"3101\" data-end=\"3153\">“I want to organize this information more clearly”\u003C/li>\u003C/ul>\u003Cp data-start=\"3155\" data-end=\"3232\">And based on that description, it creates screen proposals for mobile or web.\u003C/p>\u003Cp data-start=\"3234\" data-end=\"3351\">What matters is that the output is not just a rough sketch. It is often detailed enough to start a real conversation.\u003C/p>\u003Cp data-start=\"3353\" data-end=\"3377\">That point is important.\u003C/p>\u003Cp data-start=\"3379\" data-end=\"3512\">In practical work, what you need first is not a perfect final design. What you need is something concrete enough to begin discussing.\u003C/p>\u003Chr data-start=\"3514\" data-end=\"3517\">\u003Ch1 data-section-id=\"im4eu2\" data-start=\"3519\" data-end=\"3574\">What Has Changed in Google Stitch Over the Past Year?\u003C/h1>\u003Cp data-start=\"3576\" data-end=\"3713\">Broadly speaking, Google Stitch has evolved from a one-off UI generation tool into something closer to a workspace for contextual design.\u003C/p>\u003Ch2 data-section-id=\"1634nak\" data-start=\"3715\" data-end=\"3783\">The early version of Stitch: AI for generating individual screens\u003C/h2>\u003Cp data-start=\"3785\" data-end=\"3834\">In its earlier form, Stitch had features such as:\u003C/p>\u003Cul data-start=\"3836\" data-end=\"3918\">\u003Cli data-section-id=\"1mq66e0\" data-start=\"3836\" data-end=\"3871\">generating UI from text or images\u003C/li>\u003Cli data-section-id=\"1ngdfcj\" data-start=\"3872\" data-end=\"3892\">exporting to Figma\u003C/li>\u003Cli data-section-id=\"1migr04\" data-start=\"3893\" data-end=\"3918\">producing frontend code\u003C/li>\u003C/ul>\u003Cp data-start=\"3920\" data-end=\"3962\">Even at that stage, it was already useful.\u003C/p>\u003Cp data-start=\"3964\" data-end=\"4115\">Especially in the early phase of a project, when direction is still unclear, having even a single screen is far more useful than having nothing at all.\u003C/p>\u003Ch2 data-section-id=\"8s5eku\" data-start=\"4117\" data-end=\"4166\">December 2025: Gemini 3 support and prototypes\u003C/h2>\u003Cp data-start=\"4168\" data-end=\"4284\">In December 2025, Stitch added support for Gemini 3, which improved UI generation quality and introduced prototypes.\u003C/p>\u003Cp data-start=\"4286\" data-end=\"4427\">This meant it was no longer just about generating a polished single screen. It also became easier to show how screens connect and transition.\u003C/p>\u003Cp data-start=\"4429\" data-end=\"4469\">That is a subtle but significant change.\u003C/p>\u003Cp data-start=\"4471\" data-end=\"4573\">In real-world work, what matters is often not the screen itself, but what happens before and after it.\u003C/p>\u003Ch2 data-section-id=\"f6i92\" data-start=\"4575\" data-end=\"4623\">March 2026: Toward an AI-native design canvas\u003C/h2>\u003Cp data-start=\"4625\" data-end=\"4678\">In March 2026, the feature set expanded even further:\u003C/p>\u003Cul data-start=\"4680\" data-end=\"4794\">\u003Cli data-section-id=\"1thns5a\" data-start=\"4680\" data-end=\"4697\">infinite canvas\u003C/li>\u003Cli data-section-id=\"144bljk\" data-start=\"4698\" data-end=\"4713\">design agents\u003C/li>\u003Cli data-section-id=\"b6xvpe\" data-start=\"4714\" data-end=\"4729\">agent manager\u003C/li>\u003Cli data-section-id=\"18q3ipp\" data-start=\"4730\" data-end=\"4741\">DESIGN.md\u003C/li>\u003Cli data-section-id=\"1337h0k\" data-start=\"4742\" data-end=\"4761\">voice interaction\u003C/li>\u003Cli data-section-id=\"104ckrh\" data-start=\"4762\" data-end=\"4794\">tool integration via MCP / SDK\u003C/li>\u003C/ul>\u003Cp data-start=\"4796\" data-end=\"4846\">At that point, the impression changes quite a bit.\u003C/p>\u003Cp data-start=\"4848\" data-end=\"5028\">It starts to feel less like a tool for creating one UI screen and more like a place where design conversations can happen while preserving the broader intent and flow of a project.\u003C/p>\u003Cp data-start=\"5030\" data-end=\"5076\">Put another way, it has moved noticeably from:\u003C/p>\u003Cp data-start=\"5078\" data-end=\"5158\">\u003Cstrong data-start=\"5078\" data-end=\"5105\">AI that creates screens\u003C/strong>\u003Cbr>to\u003Cbr>\u003Cstrong data-start=\"5113\" data-end=\"5158\">AI that helps teams align through screens\u003C/strong>\u003C/p>\u003Chr data-start=\"5160\" data-end=\"5163\">\u003Ch1 data-section-id=\"wypd42\" data-start=\"5165\" data-end=\"5227\">Its Biggest Value Is Not Final Output, but Earlier Alignment\u003C/h1>\u003Cp data-start=\"5229\" data-end=\"5268\">This is a particularly important point.\u003C/p>\u003Cp data-start=\"5270\" data-end=\"5403\">If you judge Google Stitch only by whether it can generate an impressive UI in a single shot, you may miss where its real value lies.\u003C/p>\u003Cp data-start=\"5405\" data-end=\"5508\">In practice, what matters most is that it helps stakeholders start reviewing and aligning much earlier.\u003C/p>\u003Cp data-start=\"5510\" data-end=\"5547\">A common problem in meetings is this:\u003C/p>\u003Cul data-start=\"5549\" data-end=\"5803\">\u003Cli data-section-id=\"1g7hi5\" data-start=\"5549\" data-end=\"5625\">everyone is talking about the same thing, but imagining different outcomes\u003C/li>\u003Cli data-section-id=\"9d25m9\" data-start=\"5626\" data-end=\"5718\">the words make sense, but the image of the screen is still different from person to person\u003C/li>\u003Cli data-section-id=\"wvxyj6\" data-start=\"5719\" data-end=\"5803\">people keep explaining, but no one is sure whether the message has actually landed\u003C/li>\u003C/ul>\u003Cp data-start=\"5805\" data-end=\"5880\">With Stitch, you can put something visible in front of the team right away.\u003C/p>\u003Cp data-start=\"5882\" data-end=\"5947\">And once that happens, the discussion becomes much more concrete.\u003C/p>\u003Cp data-start=\"5949\" data-end=\"5976\">People can say things like:\u003C/p>\u003Cul data-start=\"5978\" data-end=\"6156\">\u003Cli data-section-id=\"18xro33\" data-start=\"5978\" data-end=\"5999\">This part feels off\u003C/li>\u003Cli data-section-id=\"1xtcepu\" data-start=\"6000\" data-end=\"6025\">This order works better\u003C/li>\u003Cli data-section-id=\"togns6\" data-start=\"6026\" data-end=\"6057\">This flow might confuse users\u003C/li>\u003Cli data-section-id=\"1plxk9q\" data-start=\"6058\" data-end=\"6105\">This information should be higher on the page\u003C/li>\u003Cli data-section-id=\"3026pk\" data-start=\"6106\" data-end=\"6156\">This version would be easier for the team to use\u003C/li>\u003C/ul>\u003Cp data-start=\"6158\" data-end=\"6243\">In other words, abstract discussions become discussions that can actually be revised.\u003C/p>\u003Chr data-start=\"6245\" data-end=\"6248\">\u003Ch1 data-section-id=\"aun8xc\" data-start=\"6250\" data-end=\"6303\">From GDX’s Perspective, Where Is It Easiest to Use?\u003C/h1>\u003Cp data-start=\"6305\" data-end=\"6360\">Let’s now look at it from a more practical perspective.\u003C/p>\u003Cp data-start=\"6362\" data-end=\"6497\">In particular, there are several use cases where Stitch feels especially approachable in EC operations and internal business workflows.\u003C/p>\u003Chr data-start=\"6499\" data-end=\"6502\">\u003Ch2 data-section-id=\"1qf5ow3\" data-start=\"6504\" data-end=\"6544\">1. Drafting EC LPs and campaign pages\u003C/h2>\u003Ch3 data-section-id=\"17m96wh\" data-start=\"6546\" data-end=\"6625\">The slowest part is often: “Can you just show us three initial directions?”\u003C/h3>\u003Cp data-start=\"6627\" data-end=\"6709\">A typical example is a promotional planning meeting at the beginning of the month.\u003C/p>\u003Cp data-start=\"6711\" data-end=\"6744\">The situation may look like this:\u003C/p>\u003Cul data-start=\"6746\" data-end=\"6919\">\u003Cli data-section-id=\"y1ro2t\" data-start=\"6746\" data-end=\"6796\">the team wants to launch a summer sale next week\u003C/li>\u003Cli data-section-id=\"1i3v6by\" data-start=\"6797\" data-end=\"6869\">the campaign theme is already decided, such as a cooling-items feature\u003C/li>\u003Cli data-section-id=\"1kpzw8u\" data-start=\"6870\" data-end=\"6919\">but the page structure has not been defined yet\u003C/li>\u003C/ul>\u003Cp data-start=\"6921\" data-end=\"6969\">The EC lead says, “We need an LP draft for now…”\u003C/p>\u003Cp data-start=\"6971\" data-end=\"6999\">And then the meeting stalls.\u003C/p>\u003Cp data-start=\"7001\" data-end=\"7061\">No one can decide what the main angle of the page should be.\u003C/p>\u003Cp data-start=\"7063\" data-end=\"7210\">On top of that, marketing, merchandising, and design all care about slightly different things, so the first draft is surprisingly hard to agree on.\u003C/p>\u003Cp data-start=\"7212\" data-end=\"7298\">Everyone is making valid points, and yet the team cannot settle on the first proposal.\u003C/p>\u003Cp data-start=\"7300\" data-end=\"7343\">That is often the most time-consuming part.\u003C/p>\u003Ch3 data-section-id=\"1tl83r9\" data-start=\"7345\" data-end=\"7371\">How to use Stitch here\u003C/h3>\u003Cp data-start=\"7373\" data-end=\"7434\">The key is not to try to create a perfect LP from the outset.\u003C/p>\u003Cp data-start=\"7436\" data-end=\"7514\">Instead, create only four screens that are good enough to review in a meeting:\u003C/p>\u003Cul data-start=\"7516\" data-end=\"7566\">\u003Cli data-section-id=\"1ejq80g\" data-start=\"7516\" data-end=\"7526\">top page\u003C/li>\u003Cli data-section-id=\"1i99fwh\" data-start=\"7527\" data-end=\"7544\">product listing\u003C/li>\u003Cli data-section-id=\"1o4jha\" data-start=\"7545\" data-end=\"7550\">FAQ\u003C/li>\u003Cli data-section-id=\"ap0ddd\" data-start=\"7551\" data-end=\"7566\">purchase flow\u003C/li>\u003C/ul>\u003Cp data-start=\"7568\" data-end=\"7595\">The prompt can stay simple.\u003C/p>\u003Cp data-start=\"7597\" data-end=\"7609\">For example:\u003C/p>\u003Cblockquote data-start=\"7611\" data-end=\"7873\">\u003Cp data-start=\"7613\" data-end=\"7873\">A summer cooling-items campaign page. The structure should make the value clear at a glance, even for first-time users. Include a hero section, campaign details, popular products, reviews, FAQ, and a purchase path. Mobile-first, bright, and easy to understand.\u003C/p>\u003C/blockquote>\u003Ch3 data-section-id=\"uepxws\" data-start=\"7875\" data-end=\"7895\">What to evaluate\u003C/h3>\u003Cp data-start=\"7897\" data-end=\"7940\">What matters here is not the design polish.\u003C/p>\u003Cp data-start=\"7942\" data-end=\"7972\">The team should be looking at:\u003C/p>\u003Cul data-start=\"7974\" data-end=\"8076\">\u003Cli data-section-id=\"1wkssri\" data-start=\"7974\" data-end=\"8026\">which version is closest to the intended direction\u003C/li>\u003Cli data-section-id=\"9p1yq7\" data-start=\"8027\" data-end=\"8047\">where the gaps are\u003C/li>\u003Cli data-section-id=\"1yfqcph\" data-start=\"8048\" data-end=\"8076\">what should be prioritized\u003C/li>\u003C/ul>\u003Cp data-start=\"8078\" data-end=\"8189\">In other words, the question is not “Is this already usable?” but “Does this help the discussion move forward?”\u003C/p>\u003Chr data-start=\"8191\" data-end=\"8194\">\u003Ch2 data-section-id=\"1fsqjb6\" data-start=\"8196\" data-end=\"8354\">2. Organizing requirements for internal screens that need to bring together fragmented information such as inventory, price changes, and customer inquiries\u003C/h2>\u003Ch3 data-section-id=\"1xi7dj3\" data-start=\"8356\" data-end=\"8454\">The most dangerous moment is when everyone assumes, “If we explain it, people will understand”\u003C/h3>\u003Cp data-start=\"8456\" data-end=\"8503\">This kind of situation also happens frequently.\u003C/p>\u003Cp data-start=\"8505\" data-end=\"8579\">For example, during a Monday morning check-in with the EC operations team:\u003C/p>\u003Cul data-start=\"8581\" data-end=\"8778\">\u003Cli data-section-id=\"av3l0v\" data-start=\"8581\" data-end=\"8646\">some products have started running low on stock since yesterday\u003C/li>\u003Cli data-section-id=\"oc0x12\" data-start=\"8647\" data-end=\"8696\">several products have undergone price revisions\u003C/li>\u003Cli data-section-id=\"1ede44h\" data-start=\"8697\" data-end=\"8778\">customer inquiries are increasing, and the CS team is starting to get concerned\u003C/li>\u003C/ul>\u003Cp data-start=\"8780\" data-end=\"8945\">The problem is that the relevant information is spread across multiple screens and datasets, so it is not immediately obvious which products should be checked first.\u003C/p>\u003Cp data-start=\"8947\" data-end=\"9032\">That is when someone says, “Maybe we should make the internal screen easier to read.”\u003C/p>\u003Cp data-start=\"9034\" data-end=\"9098\">At first glance, that sounds like a routine improvement request.\u003C/p>\u003Cp data-start=\"9100\" data-end=\"9166\">But this is often where the discussion suddenly becomes difficult.\u003C/p>\u003Cp data-start=\"9168\" data-end=\"9280\">Why? Because even when everyone is looking at the same overall issue, the information they want differs by role.\u003C/p>\u003Cp data-start=\"9282\" data-end=\"9492\">Operations, CS, MD, and engineering all have slightly different priorities and assumptions. On top of that, the data sources are fragmented, which makes it unclear what the first screen should actually include.\u003C/p>\u003Cp data-start=\"9494\" data-end=\"9531\">Everyone is making reasonable points.\u003C/p>\u003Cp data-start=\"9533\" data-end=\"9594\">And yet the conversation often ends up stuck on one question:\u003C/p>\u003Cp data-start=\"9596\" data-end=\"9659\">\u003Cstrong data-start=\"9596\" data-end=\"9659\">“So what exactly were we going to put on the first screen?”\u003C/strong>\u003C/p>\u003Cp data-start=\"9661\" data-end=\"9887\">There are also practical constraints: the screen has to be easy to scan during busy morning operations, it should not overload users with too much information in one view, and ideally it should avoid requiring a major rebuild.\u003C/p>\u003Cp data-start=\"9889\" data-end=\"10015\">The most dangerous thing at this stage is to keep the discussion at the level of, “People will understand once we explain it.”\u003C/p>\u003Ch3 data-section-id=\"1tl83r9\" data-start=\"10017\" data-end=\"10043\">How to use Stitch here\u003C/h3>\u003Cp data-start=\"10045\" data-end=\"10125\">Again, the point is not to lock down detailed specifications from the beginning.\u003C/p>\u003Cp data-start=\"10127\" data-end=\"10198\">Start by generating just four screens that reflect the actual workflow:\u003C/p>\u003Cul data-start=\"10200\" data-end=\"10278\">\u003Cli data-section-id=\"1p7b741\" data-start=\"10200\" data-end=\"10214\">product list\u003C/li>\u003Cli data-section-id=\"i2kswi\" data-start=\"10215\" data-end=\"10231\">product detail\u003C/li>\u003Cli data-section-id=\"vywat5\" data-start=\"10232\" data-end=\"10256\">inventory anomaly list\u003C/li>\u003Cli data-section-id=\"cjsf21\" data-start=\"10257\" data-end=\"10278\">price change review\u003C/li>\u003C/ul>\u003Cp data-start=\"10280\" data-end=\"10386\">The instructions do not need to be technical. A practical description of the business situation is enough.\u003C/p>\u003Cp data-start=\"10388\" data-end=\"10400\">For example:\u003C/p>\u003Cblockquote data-start=\"10402\" data-end=\"10767\">\u003Cp data-start=\"10404\" data-end=\"10767\">The user is an EC operations manager. On busy mornings, they need to quickly decide which products require attention first. The UI should make anomalies easy to identify across multiple signals, such as stockouts, price changes, and increased customer inquiries. The list view should make priorities clear, and the detail view should explain why action is needed.\u003C/p>\u003C/blockquote>\u003Cp data-start=\"10769\" data-end=\"10842\">Even this is often enough to significantly move the conversation forward.\u003C/p>\u003Ch3 data-section-id=\"uepxws\" data-start=\"10844\" data-end=\"10864\">What to evaluate\u003C/h3>\u003Cp data-start=\"10866\" data-end=\"10920\">What matters here is not whether the UI is “complete.”\u003C/p>\u003Cp data-start=\"10922\" data-end=\"10970\">The team should be discussing questions such as:\u003C/p>\u003Cul data-start=\"10972\" data-end=\"11149\">\u003Cli data-section-id=\"pims25\" data-start=\"10972\" data-end=\"11003\">what belongs in the list view\u003C/li>\u003Cli data-section-id=\"3dxx37\" data-start=\"11004\" data-end=\"11043\">what should move into the detail view\u003C/li>\u003Cli data-section-id=\"mdi6xk\" data-start=\"11044\" data-end=\"11100\">whether anomalies are being represented clearly enough\u003C/li>\u003Cli data-section-id=\"qnd5el\" data-start=\"11101\" data-end=\"11149\">whether priority can be understood at a glance\u003C/li>\u003C/ul>\u003Cp data-start=\"11151\" data-end=\"11295\">At that point, requirements stop being something defined only in words and start becoming something shaped while looking at the screen together.\u003C/p>\u003Cp data-start=\"11297\" data-end=\"11366\">That alone can move the requirements discussion forward considerably.\u003C/p>\u003Chr data-start=\"11368\" data-end=\"11371\">\u003Ch1 data-section-id=\"xru4vm\" data-start=\"11373\" data-end=\"11405\">What to Review Before Adoption\u003C/h1>\u003Ch2 data-section-id=\"8wmevp\" data-start=\"11407\" data-end=\"11484\">1. Treat its role as drafting and alignment, not production-ready delivery\u003C/h2>\u003Cp data-start=\"11486\" data-end=\"11554\">Google itself positions Stitch and related features as experimental.\u003C/p>\u003Cp data-start=\"11556\" data-end=\"11617\">That means the safer and more effective way to use it is not:\u003C/p>\u003Cul data-start=\"11619\" data-end=\"11664\">\u003Cli data-section-id=\"1eghmx8\" data-start=\"11619\" data-end=\"11664\">to push the output directly into production\u003C/li>\u003C/ul>\u003Cp data-start=\"11666\" data-end=\"11677\">but rather:\u003C/p>\u003Cul data-start=\"11679\" data-end=\"11782\">\u003Cli data-section-id=\"jcuxn5\" data-start=\"11679\" data-end=\"11705\">to create drafts quickly\u003C/li>\u003Cli data-section-id=\"1h86svn\" data-start=\"11706\" data-end=\"11744\">to compare alternatives side by side\u003C/li>\u003Cli data-section-id=\"1hfufr1\" data-start=\"11745\" data-end=\"11782\">to make conversations more concrete\u003C/li>\u003C/ul>\u003Cp data-start=\"11784\" data-end=\"11854\">Once you frame it that way, it becomes much easier to use effectively.\u003C/p>\u003Ch2 data-section-id=\"snj6oh\" data-start=\"11856\" data-end=\"11938\">2. The riskiest approach is to paste in real data just because it is convenient\u003C/h2>\u003Cp data-start=\"11940\" data-end=\"11975\">This point is especially important.\u003C/p>\u003Cp data-start=\"11977\" data-end=\"12349\">Under Google’s general policies, how inputs and usage data are handled can vary depending on the service and configuration. At the same time, there are limits to what can be confirmed publicly about Stitch-specific handling in detail. For that reason, it is safer not to paste in raw customer information, sales data, cost data, or confidential upcoming initiatives as-is.\u003C/p>\u003Cp data-start=\"12351\" data-end=\"12386\">A better approach is to start with:\u003C/p>\u003Cul data-start=\"12388\" data-end=\"12540\">\u003Cli data-section-id=\"jvmvn4\" data-start=\"12388\" data-end=\"12400\">dummy data\u003C/li>\u003Cli data-section-id=\"6buoz8\" data-start=\"12401\" data-end=\"12428\">placeholder product names\u003C/li>\u003Cli data-section-id=\"1cokkzs\" data-start=\"12429\" data-end=\"12450\">approximate numbers\u003C/li>\u003Cli data-section-id=\"1bq6uzp\" data-start=\"12451\" data-end=\"12472\">no real CSV uploads\u003C/li>\u003Cli data-section-id=\"l0ikp6\" data-start=\"12473\" data-end=\"12540\">just the fields and structure needed to examine the screen layout\u003C/li>\u003C/ul>\u003Cp data-start=\"12542\" data-end=\"12625\">At the beginning, the main job for AI is not to process confidential business data.\u003C/p>\u003Cp data-start=\"12627\" data-end=\"12709\">It is to help build the screen structure and create a shared basis for discussion.\u003C/p>\u003Chr data-start=\"12711\" data-end=\"12714\">\u003Ch1 data-section-id=\"fsb6xx\" data-start=\"12716\" data-end=\"12728\">Conclusion\u003C/h1>\u003Cp data-start=\"12730\" data-end=\"12855\">Looking at the latest updates to Google Stitch, it feels increasingly clear that this is no longer just a UI generation tool.\u003C/p>\u003Cp data-start=\"12857\" data-end=\"12973\">It is becoming a design-support AI that helps planning, operations, and development align earlier and more smoothly.\u003C/p>\u003Cp data-start=\"12975\" data-end=\"13015\">In particular, it seems well suited for:\u003C/p>\u003Cul data-start=\"13017\" data-end=\"13220\">\u003Cli data-section-id=\"wytzmd\" data-start=\"13017\" data-end=\"13069\">creating rough drafts for EC LPs and feature pages\u003C/li>\u003Cli data-section-id=\"b3akv5\" data-start=\"13070\" data-end=\"13116\">organizing requirements for internal screens\u003C/li>\u003Cli data-section-id=\"mleut4\" data-start=\"13117\" data-end=\"13162\">handling first-round alignment with vendors\u003C/li>\u003Cli data-section-id=\"ogkldo\" data-start=\"13163\" data-end=\"13220\">comparing user flows and presenting multiple directions\u003C/li>\u003C/ul>\u003Cp data-start=\"13222\" data-end=\"13281\">The key is not to expect a finished product from the start.\u003C/p>\u003Cp data-start=\"13283\" data-end=\"13394\">Instead, it is more effective to use it as a tool for accelerating drafts, comparisons, and consensus-building.\u003C/p>\u003Cp data-start=\"13396\" data-end=\"13447\">Used with that mindset, it can be highly practical.\u003C/p>\u003Cp data-start=\"13449\" data-end=\"13647\">For teams that are tired of meetings that begin with long explanations, and for teams that constantly wish they could “just make it visible first,” this is the kind of tool that may be worth trying.\u003C/p>\u003Chr data-start=\"13649\" data-end=\"13652\">\u003Ch1 data-section-id=\"afoywu\" data-start=\"13654\" data-end=\"13666\">References\u003C/h1>\u003Cp data-start=\"13668\" data-end=\"13677\">Official:\u003C/p>\u003Cul data-start=\"13678\" data-end=\"13887\">\u003Cli data-section-id=\"1azbajw\" data-start=\"13678\" data-end=\"13731\">Introducing “vibe design” with Stitch / Google Blog\u003C/li>\u003Cli data-section-id=\"1xb62pz\" data-start=\"13732\" data-end=\"13820\">From idea to app: Introducing Stitch, a new way to design UIs / Google Developers Blog\u003C/li>\u003Cli data-section-id=\"12e0pkd\" data-start=\"13821\" data-end=\"13887\">Stitch from Google Labs gets updates with Gemini 3 / Google Blog\u003C/li>\u003C/ul>\u003Cp data-start=\"13889\" data-end=\"13907\">Expert commentary:\u003C/p>\u003Cul data-start=\"13908\" data-end=\"14147\">\u003Cli data-section-id=\"qnyi6y\" data-start=\"13908\" data-end=\"14008\">\u003Cem data-start=\"13910\" data-end=\"13975\">\u003Ci>I tried Google Stitch. Here’s what I loved (and hated) about it\u003C/i>\u003C/em> / Chinwe Uzegbu / LogRocket Blog\u003C/li>\u003Cli data-section-id=\"qhquci\" data-start=\"14009\" data-end=\"14147\">\u003Cem data-start=\"14011\" data-end=\"14114\">\u003Ci>Google Labs turns Stitch into a full AI design platform that converts plain text into user interfaces\u003C/i>\u003C/em> / Matthias Bastian / THE DECODER\u003C/li>\u003C/ul>\u003Cp data-start=\"14149\" data-end=\"14219\">For more information about GDX Inc., please visit the company website.\u003C/p>\u003Cp data-start=\"14221\" data-end=\"14574\">Parts of this article were created with the assistance of ChatGPT and then reviewed and edited by the author. The content reflects the personal views of the author and does not represent the official opinion or position of GDX Inc. This article is intended for reference only. Please refer to official announcements and primary sources for confirmation.\u003C/p>",{"topics_id":84,"ymd":85,"contents_type":7,"subject":86,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":87,"update_ymdhi":88,"topics_group_id":12,"slug":89,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":90,"thumbs":91,"wysiwyg":92},152,"2026-03-27","What Are ChatGPT Skills? Key Differences from GPTs and How They Can Be Used in E-Commerce Operations","2026-03-27T13:21:51+09:00","2026-03-31T12:31:57+09:00","21-20260327",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1774927889/files/user/ページ：ニュース/topics-20260327.webp","\u003Ch1 style=\"line-height:1.38;margin-bottom:6pt;margin-top:24pt;\" dir=\"ltr\" id=\"docs-internal-guid-0c4e2bff-7fff-51b3-7ee2-75e13685377f\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:23pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Introduction\u003C/strong>\u003C/span>\u003C/span>\u003C/h1>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">I’m Mia Sato, an AI Research Lead.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In this article, I will walk through ChatGPT Skills as introduced by OpenAI. Skills are a way to package reusable workflows for specific tasks so that ChatGPT can automatically use them when needed. They are easier to understand if you think of them not simply as a “collection of useful prompts,” but as a way to reduce repeated explanations of procedures and assumptions. This article looks at the basics of Skills, how they differ from GPTs, and where they may be useful in actual business operations.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">What you’ll learn in this article\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The basics of ChatGPT Skills\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The difference between GPTs and Skills\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Where to start using Skills in e-commerce operations\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Common ways Skills implementations can go wrong\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This article is based on public information from the OpenAI Help Center and OpenAI Academy. Rather than summarizing one specific article, it reorganizes publicly available information from a practical business perspective.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Why GDX\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In the course of supporting e-commerce operations, GDX often sees similar issues arise on the client side. For example, teams may have to re-check required fields and wording rules every time they register a product. Banner replacements, price updates, and inventory updates may each live in different places, which slows down confirmation. Reporting and customer inquiry handling may also begin with the same repeated explanations each time, making rework more likely.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In many cases, it is not that the data or procedures do not exist. The problem is that the necessary information is scattered, so the same checks and explanations have to be repeated over and over again. Skills become easier to understand when viewed as a way to reduce this repeated “explanation cost” and make it easier to translate existing work into practical workflows.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">What has changed with ChatGPT Skills?\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What exactly was introduced?\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">OpenAI describes Skills as reusable, shareable workflows. A Skill can include not only instructions, but also examples, reference materials, and code. Once created and installed, ChatGPT may automatically use one or more Skills when needed.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In practical terms, this makes it easier to avoid re-explaining the same process every time. For example, instead of repeatedly telling someone, “Look at the numbers in this order when creating an ad report,” “Do not use these expressions when writing product descriptions,” or “Classify the inquiry first, then draft a reply,” the workflow itself can be packaged and reused.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This is a meaningful shift from a setup where only people who are especially good at prompting can use AI effectively. The major change is that the workflow itself becomes easier to share across a team.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>The difference between GPTs and Skills\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This is a point that is often confused. GPTs are custom versions of ChatGPT created for a specific purpose. According to OpenAI, GPTs combine instructions, knowledge, and capabilities to tailor ChatGPT for a given task or theme.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Skills, by contrast, are not about creating a separate version of ChatGPT itself. They are more like reusable components for specific workflows.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The difference between GPTs and Skills\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Role\u003Cbr>GPTs: Create a dedicated version of ChatGPT for a specific purpose\u003Cbr>Skills: Make specific workflows reusable\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">What they define\u003Cbr>GPTs: A combination of behavior, knowledge, and available capabilities\u003Cbr>Skills: Steps, decision criteria, and output format\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Best use case\u003Cbr>GPTs: When you want a dedicated assistant for a certain theme or purpose\u003Cbr>Skills: When you want to standardize work that follows the same flow each time\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Simple way to think about it\u003Cbr>GPTs: Define “who it works as”\u003Cbr>Skills: Define “how it works”\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Seen this way, GPTs are custom versions of ChatGPT, while Skills are reusable workflow units that can be applied within or alongside those setups.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Availability and ways to create them\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Availability\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">As of March 2026, Skills are available in beta for ChatGPT Business, Enterprise, Edu, Teachers, and Healthcare. Skills are also supported in Codex and the API. However, they are not automatically synced across products. For example, a Skill created in ChatGPT does not automatically appear in another product.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>How to create them\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">According to OpenAI, there are several main ways to create Skills.\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Create them through conversation\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Create them in the Skills editor\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Install a shared Skill\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Upload one from a local file\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In other words, Skills are not just a personal setting. They are meant to be created, shared, and reused across a team.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Points to keep in mind\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">An important point is that Skills are still a beta feature. In particular, for Enterprise and Edu, they are off by default during the beta period and must be enabled by an administrator. Sharing and installation can also be controlled by admins.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">That means Skills are not necessarily something to roll out immediately across every team and every workflow. They are more realistic to start with in work that has the following characteristics:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The procedure is already defined\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The work follows a similar flow each time\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">You want to reduce variability in outputs\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Three e-commerce situations where Skills are especially useful\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">ChatGPT Skills are particularly well suited to work in e-commerce operations that follows almost the same review flow each time. Below are three practical examples where they are easy to imagine using.\u003C/span>\u003C/span>\u003C/p>\u003Col style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:decimal;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Product registration, image registration, and price updates\u003C/strong>\u003C/span>\u003C/span>\u003C/li>\u003C/ol>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">When to use it:\u003Cbr>When you want to reduce missed checks before a product page goes live\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This is one of the easiest types of work to turn into a Skill. Product registration usually involves repeated checks for product name, product description, images, price, SKU, and identification codes. At the same time, different team members often check these items in different orders or use different standards for deciding when to stop publication.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What to include in the Skill\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Ch4 style=\"line-height:1.38;margin-bottom:2pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Required checks at the time of product registration\u003C/strong>\u003C/span>\u003C/span>\u003C/h4>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Product name\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Product description\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Whether images are available\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Price\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Foreign currency price\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">SKU or identification code\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Prohibited expressions\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Image-related checks\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Size\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Whether it is an old image or a new image\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Whether it is the target for replacement\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Pre-publication checklist items\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>How it would be used\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">When a new or updated product comes in, the person in charge asks:\u003Cbr>“Review this product information and turn it into a pre-registration checklist.”\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Expected output\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A list of required registration items\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Missing information\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The person or team that needs to confirm missing items\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Items that should block publication\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A registration-ready formatted output if everything is complete\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Why this kind of work is a good fit\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Product registration is a type of work where processes easily drift depending on the individual in charge. If a Skill fixes both the order of checks and the criteria for stopping publication, it becomes easier to reduce missed checks and inconsistent decisions.\u003C/span>\u003C/span>\u003C/p>\u003Col style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\" start=\"2\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:decimal;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Initial sorting of return requests and refund-related inquiries\u003C/span>\u003C/span>\u003C/li>\u003C/ol>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">When to use it:\u003Cbr>When you want to speed up handoffs between customer support and operations\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This is another strong match for Skills. Rather than trying to automate customer support end to end, it is more realistic to first stabilize the classification of inquiries and the creation of first-draft replies.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What to include in the Skill\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Inquiry classification\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Return request\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Exchange request\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Refund status inquiry\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Shipping-related issue\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Responsibility routing\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Handled by customer support\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Sent for refund processing\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Requires system confirmation\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Reply draft templates\u003Cbr>Escalation conditions for exceptions\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">How it would be used\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">You paste in the inquiry text and ask:\u003Cbr>“Classify this according to the returns and refunds workflow, and create a first reply draft.”\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Expected output\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Inquiry category\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Responsible team\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Information that needs to be confirmed\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Draft reply for the customer\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Special notes\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Why this kind of work is a good fit\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In inquiry handling, stable initial classification and routing matter a great deal. Even just standardizing the first sort and the initial draft can reduce rework significantly.\u003C/span>\u003C/span>\u003C/p>\u003Col style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\" start=\"3\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:decimal;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Regular KPI summaries for replenishment and out-of-stock performance\u003C/span>\u003C/span>\u003C/li>\u003C/ol>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">When to use it:\u003Cbr>When you want to standardize how inventory performance is reviewed before meetings\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This kind of recurring reporting is highly compatible with Skills. If the KPIs you review and the style of comments you write are mostly consistent each time, a Skill makes it easier to align the structure of the report in advance.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What to include in the Skill\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">KPIs reviewed each time\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Out-of-stock rate\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Missed replenishment\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Excess replenishment\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Sales impact\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Report heading order\u003Cbr>How to interpret the numbers\u003Cbr>How to write commentary\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>How it would be used\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">You input the weekly report figures and ask:\u003Cbr>“Summarize this in the format used for replenishment review.”\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Expected output\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This week’s anomalies\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">High-impact SKUs or stores\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Whether the issue is under-replenishment or over-replenishment\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Key points to watch next week\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A short meeting-ready summary\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Why this kind of work is a good fit\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">If the way people read the numbers is mostly the same every time, using a Skill can make meeting preparation much faster.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">If you were to try just one Skill first, what should it be?\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">There is no need to start broadly. One of the following is enough for an initial trial:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Inventory discrepancy review flow\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Pre-publication product registration check\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Initial sorting of returns and refund inquiries\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Weekly summary of replenishment KPIs\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Once you choose one, define just these four things:\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Input\u003Cbr>What information needs to be provided for the Skill to work\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Output\u003Cbr>What format the result should be returned in\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Restrictions\u003Cbr>What judgments or expressions should not be produced\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Human review conditions\u003Cbr>In what cases a person should review the output\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Examples of wording you can use as-is\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The examples below are instruction text you can enter when creating a Skill. They are not internal explanatory text. They are instructions for how you want the Skill to behave.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">There are mainly two places to enter them:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">If creating a Skill in a conversation: enter the text directly into the ChatGPT chat box\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">If creating a Skill in the Skills editor: enter it in the Instructions field, not in the name or description field\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In other words, these are not titles or summaries. They are the actual instruction body that defines how the Skill should work.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Example 1: Product registration check\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“As a Skill for product registration checks, review the input product information and list missing required items, image checks, price checks, and pre-publication cautions. If any required items are missing, return the result on the assumption that the product should not be published.”\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Example 2: Initial sorting for returns and refunds\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“As a Skill for return and refund handling, classify the inquiry content, determine whether it should be handled by customer support or sent for refund processing, and create a first draft reply for the customer. If compensation judgment is required, route it for human review.”\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Example 3: Inventory discrepancy review\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“As a Skill for inventory discrepancy review, organize which system should be checked first among Shopify, OMS, and SCS, and list possible causes of discrepancies along with the recommended order of investigation. If there is a risk of overselling, display it as the highest priority.”\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Three common ways Skills implementations fail\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Col style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:decimal;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Turning an undefined workflow directly into a Skill\u003C/span>\u003C/span>\u003C/li>\u003C/ol>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Skills are designed to make workflows reusable. That also means if the workflow itself is not yet settled in the real world, turning it into a Skill will simply carry over the inconsistency.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">For example, if product registration checks vary by person, or if exception-handling standards in inquiry management are still vague, building a Skill around that situation can produce outputs that look polished but actually increase review burden.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The first thing to define is not the whole automation. It is the order of checks and the criteria for when the process should stop.\u003C/span>\u003C/span>\u003C/p>\u003Col style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\" start=\"2\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:decimal;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Defining only the output format, but not the input conditions or stop conditions\u003C/span>\u003C/span>\u003C/li>\u003C/ol>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A common mistake is to decide only on the output, such as “I want a checklist” or “I want a summary.” In reality, a Skill will not be stable unless you also define what inputs are required and what kinds of missing information should cause it to stop.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">For example, in a product registration check, you need to decide whether product name, description, price, images, and SKU are the minimum required inputs, and exactly which missing items should block publication. In initial sorting for returns and refunds, you also need a stop condition such as “cases requiring compensation judgment must be routed to a person.”\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Skills can look like they will return something reasonable no matter what you give them. In practice, they become more reliable when you first decide the conditions under which they should not proceed.\u003C/span>\u003C/span>\u003C/p>\u003Col style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\" start=\"3\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:decimal;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Using Skills for draft support, then letting them make the final judgment\u003C/span>\u003C/span>\u003C/li>\u003C/ol>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Skills are well suited to drafting, summarizing, classifying, and organizing review points. But if you let them handle the final go/no-go decision or exception processing all at once, they are much more likely to create operational risk.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In e-commerce operations especially, there are still areas where a person should remain responsible: publication approval, refund approval, prioritization during stock shortages, or compensation decisions. If those boundaries are left unclear, the workflow can drift into “we moved forward because the AI said so.”\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">It is safer to begin by limiting Skills to initial sorting and draft creation, while keeping human final review built into the process.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>The GDX perspective\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Skills are easier to use in practice when they are seen not as a flashy way to “have AI do everything,” but as a way to reduce work that involves the same explanations over and over again.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In the context of GDX’s e-commerce support, the best candidates are tasks such as product registration, first-pass customer support sorting, and weekly report summarization, where the inputs and review points are already somewhat consistent. On the other hand, if judgment criteria are still unclear or exception handling is frequent, it is usually better to organize the workflow itself before turning it into a Skill.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Conclusion\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">ChatGPT Skills are easier to apply in practice when viewed not as a dramatic feature for handing everything over to AI, but as a mechanism for reducing repeated explanations, repeated formatting, and repeated sharing of assumptions. In environments like e-commerce operations, where recurring reports, product registration, first-pass customer support handling, and pre-meeting summaries are common, the benefits are especially visible.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">There is no need to roll them out in a large way from the start. The best first step is to choose one task that involves the same request multiple times every week. Then align the input, output, restrictions, and review criteria. Skills make it easier to turn that kind of quiet operational cleanup into a shared team asset. In the end, the biggest benefit may not be AI accuracy itself, but the reduction of human rework.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Bibliography\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">OpenAI Help Center, “Skills in ChatGPT”\u003Cbr>Source used for the overview of Skills, supported plans, creation methods, sharing methods, admin settings for Enterprise and Edu, data residency, and audit log references.\u003Cbr>\u003C/span>\u003C/span>\u003Ca style=\"text-decoration:none;\" href=\"https://help.openai.com/en/articles/20001066-skills-in-chatgpt\">\u003Cspan style=\"background-color:transparent;color:#1155cc;\">\u003Cspan style=\"-webkit-text-decoration-skip:none;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cu>https://help.openai.com/en/articles/20001066-skills-in-chatgpt\u003C/u>\u003C/span>\u003C/span>\u003C/a>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">OpenAI Help Center, “GPTs in ChatGPT”\u003Cbr>Source used for the definition of GPTs, explanations of instructions, knowledge, and capabilities, and the basis for comparing GPTs and Skills.\u003Cbr>\u003C/span>\u003C/span>\u003Ca style=\"text-decoration:none;\" href=\"https://help.openai.com/en/articles/8554407-create-a-custom-gpt\">\u003Cspan style=\"background-color:transparent;color:#1155cc;\">\u003Cspan style=\"-webkit-text-decoration-skip:none;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cu>https://help.openai.com/en/articles/8554407-create-a-custom-gpt\u003C/u>\u003C/span>\u003C/span>\u003C/a>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">OpenAI Help Center, “ChatGPT Business FAQ” and “What is ChatGPT Business?”\u003Cbr>Sources used for ChatGPT Business eligibility, the requirement of two or more users, pricing, and treatment of workspace data.\u003Cbr>\u003C/span>\u003C/span>\u003Ca style=\"text-decoration:none;\" href=\"https://help.openai.com/en/articles/8542115-chatgpt-business-faq\">\u003Cspan style=\"background-color:transparent;color:#1155cc;\">\u003Cspan style=\"-webkit-text-decoration-skip:none;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cu>https://help.openai.com/en/articles/8542115-chatgpt-business-faq\u003Cbr>\u003C/u>\u003C/span>\u003C/span>\u003C/a>\u003Ca style=\"text-decoration:none;\" href=\"https://help.openai.com/en/articles/8792828-what-is-chatgpt-business\">\u003Cspan style=\"background-color:transparent;color:#1155cc;\">\u003Cspan style=\"-webkit-text-decoration-skip:none;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cu>https://help.openai.com/en/articles/8792828-what-is-chatgpt-business\u003C/u>\u003C/span>\u003C/span>\u003C/a>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">OpenAI Academy, “Skills”\u003Cbr>Source used for the explanation of the difference between Skills and custom GPTs, and for the framing of Skills as repeatable workflows.\u003Cbr>\u003C/span>\u003C/span>\u003Ca style=\"text-decoration:none;\" href=\"https://academy.openai.com/public/clubs/work-users-ynjqu/resources/skills\">\u003Cspan style=\"background-color:transparent;color:#1155cc;\">\u003Cspan style=\"-webkit-text-decoration-skip:none;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cu>https://academy.openai.com/public/clubs/work-users-ynjqu/resources/skills\u003C/u>\u003C/span>\u003C/span>\u003C/a>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">OpenAI Academy, “Building custom GPTs to scale AI adoption”\u003Cbr>Source used for the idea of starting small with repeatable work and standardizing it gradually in real operations.\u003Cbr>\u003C/span>\u003C/span>\u003Ca style=\"text-decoration:none;\" href=\"https://academy.openai.com/public/clubs/champions-ecqup/resources/building-custom-gpts-to-scale-ai-adoption\">\u003Cspan style=\"background-color:transparent;color:#1155cc;\">\u003Cspan style=\"-webkit-text-decoration-skip:none;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration-skip-ink:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cu>https://academy.openai.com/public/clubs/champions-ecqup/resources/building-custom-gpts-to-scale-ai-adoption\u003C/u>\u003C/span>\u003C/span>\u003C/a>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Parts of this article were created with support from ChatGPT and then edited and revised by the author. The content reflects the author’s personal views and does not represent the official position or statement of GDX Co., Ltd. This information is provided for reference purposes only. Please consult official announcements and primary sources.\u003C/span>\u003C/span>\u003C/p>",{"topics_id":94,"ymd":95,"contents_type":7,"subject":96,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":97,"update_ymdhi":98,"topics_group_id":12,"slug":99,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":100,"thumbs":101,"wysiwyg":102},151,"2026-03-19","Beyond Minutes: How AI Can Connect Decision-Making to Task Execution","2026-03-19T13:54:29+09:00","2026-03-19T16:03:41+09:00","21-20260319",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1773902804/files/user/ページ：ニュース/15-20210310 (15).jpg","\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>Introduction\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">I’m Mia Sato, an AI Research Lead.\u003Cbr>Meeting AI is no longer just a tool for leaving behind transcripts. It is increasingly moving toward supporting the full flow: aligning discussion points before a meeting, separating decisions from pending items during the meeting, and connecting outcomes directly to tasks afterward. In this article, I compare Notion AI Meeting Notes, Gemini in Google Meet, Microsoft Teams/Copilot, and Zoom AI Companion—not from the perspective of “which tool makes the best minutes,” but from the perspective of “how work actually changes.”\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">At GDX, we sometimes hear exchanges like these:\u003Cbr>“What exactly was this meeting supposed to decide today?”\u003Cbr>“We do have the discussion recorded, but it still hasn’t made it into the task sheet.”\u003Cbr>“Then let’s first\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">整理\u003C/span>\u003Cspan style=\"font-family:"Times New Roman",serif;\"> the decisions only.”\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">As a result, more time can be lost to aligning assumptions and post-meeting registration work than to the meeting itself.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Recently, meetings, chats, documents, and task management have become increasingly separated, making context more fragmented. That seemingly small friction matters. McKinsey’s 2025 survey also suggests that what drives AI impact is not standalone functionality, but redesigning the workflow itself. That is why I wanted to look at these tools from the perspective of reducing friction—from meeting preparation to post-meeting task creation.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>What Has Changed with AI Note Tools?\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">In short, AI note tools have shifted from\u003Cbr>“tools for recording meetings”\u003Cbr>to\u003Cbr>“tools for moving meetings forward.”\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">In the past, after a meeting ended, people would summarize the minutes, and then separately rewrite “who does what” in another place.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Now, AI can automatically organize meeting content and surface decisions and next actions in a clearer way.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">So what changed is not only the speed of recording.\u003Cbr>More importantly, the follow-up work after meetings—organizing, sharing, and turning outcomes into tasks—has become easier to shorten as one continuous flow.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">This change may seem subtle, but it has a big effect in real work.\u003Cbr>It matters especially for teams that often get stuck after meetings on the question: “So, who is actually doing this?”\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">The key point is that while all of these tools can summarize, they differ in what they make easier to do next.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">From a practical point of view, three things have changed.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>1. Meeting notes have shifted from “something to read” to “material for action.”\u003C/strong>\u003Cbr>Before, many teams simply produced minutes and stopped there.\u003Cbr>Now, AI can organize decisions and candidate actions, making it easier to extract what needs to be done after the meeting.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>2. It has become easier to reduce explanations for late joiners.\u003C/strong>\u003Cbr>Having to re-explain everything to someone who joins halfway through a meeting is a heavy burden.\u003Cbr>With AI summaries, people can first review the key points and then join the discussion, making it less likely that the meeting flow is interrupted.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>3. The time from meeting to task registration has become shorter.\u003C/strong>\u003Cbr>Previously, someone had to look at the minutes and manually transfer items into a separate management sheet.\u003Cbr>With some AI note tools, it has become easier to connect meeting notes directly to task management.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>But There Is a Caveat\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Even though these tools are useful, AI does not automatically make meetings better.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">If the meeting itself is unclear about\u003Cbr>“What are we deciding today?”\u003Cbr>and\u003Cbr>“What are we leaving unresolved?”\u003Cbr>then even a good AI summary will still be hard to use.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">So in practice, it makes more sense to think of AI note tools not as\u003Cbr>“magic tools that fix bad meetings,”\u003Cbr>but as\u003Cbr>“tools that make well-designed meetings shorter and easier to act on.”\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>The GDX Perspective: How to Use AI Notes to Shorten the Path from Meeting Design to Task Creation\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">AI note tools work best not when they are used simply to create polished minutes, but when they are used to automate as much of the following flow as possible:\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">preparation before the meeting\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">structuring during the meeting\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">sharing and task creation after the meeting\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">The idea is simple.\u003Cbr>People should do as little as possible each time, ideally only the final confirmation.\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Before the meeting: fix the storage location, sharing destination, and headings in advance\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">During the meeting: let AI handle recording and summarization\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">After the meeting: do not reread the entire summary; confirm only owners and deadlines\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">However, it is safer not to leave this entirely to AI. After the meeting, it helps to assign a person with clear accountability and have that person perform a final check of the decisions, owners, and deadlines before the items are turned into tasks. This reduces misunderstandings and omissions.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">From that perspective, the four tools can be used like this:\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Notion:\u003C/strong> when you want meeting notes to be automatically collected and kept close to work management\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Google Meet:\u003C/strong> when you want to reduce repeated explanations during the meeting and reduce sharing work afterward\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Teams:\u003C/strong> when you want decisions and action items organized during the meeting and connected directly to Planner\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Zoom:\u003C/strong> when you want summaries of external meetings automatically distributed so internal teams can move faster\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>1. For Product Information Update Meetings, Notion Works Best When It Automatically Collects Meeting Notes\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Meetings about product name fixes, image replacements, or SKU-level action items often turn discussion directly into work.\u003Cbr>In these cases, the easiest setup is to use Notion as both the place where meeting notes land and the place where tasks are managed.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">There are only three things to do.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Before the meeting\u003C/strong>\u003Cbr>In Notion Calendar settings, set the storage destination for AI Meeting Notes to a default database.\u003Cbr>Also enable automatic addition of AI Meeting Notes to new calendar events.\u003Cbr>That way, you no longer need to decide where to create notes every time. Depending on your settings, meeting notes created from Notion Calendar can also be automatically shared with participants.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>During the meeting\u003C/strong>\u003Cbr>Since the meeting note is already prepared, you can simply use AI Meeting Notes to record the meeting.\u003Cbr>Notion also supports custom instructions, so if you shape the summary format in advance around:\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">decisions\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">pending items\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">owners\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">deadlines\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">then there will be less to reread later.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>After the meeting\u003C/strong>\u003Cbr>What people need to do is not polish the entire summary.\u003Cbr>They only need to confirm the items that include an owner and a deadline, and then add them to the task database.\u003Cbr>Because Notion keeps meeting notes and work management in the same place, it can significantly reduce transfer work. Notion’s own guidance also emphasizes workflows where meeting outcomes connect directly to progress.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">This approach can reduce the following manual work:\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">creating new meeting notes\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">choosing a storage location\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">sharing with participants\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">transferring content from minutes to another management sheet\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>2. For Cross-Functional Weekly Meetings, Google Meet Is Best When Sharing Is Automated Too\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">In weekly meetings covering inventory, promotions, ads, and price changes,\u003Cbr>the real burden is often not the meeting itself, but explaining things again to late joiners and sharing outcomes afterward.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Here, Google Meet’s auto-generated notes are especially easy to understand and use.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Again, there are only three things to do.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Before the meeting\u003C/strong>\u003Cbr>When creating the meeting in Google Calendar, turn on “Take notes for me.”\u003Cbr>Also decide the default sharing setting in advance.\u003Cbr>Since the options are “everyone,” “internal only,” or “host and co-hosts only,” it helps to decide by meeting type.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>During the meeting\u003C/strong>\u003Cbr>AI automatically creates the meeting notes in Google Docs.\u003Cbr>For late joiners, instead of re-explaining everything from the beginning, let them look at “Summary so far.”\u003Cbr>That alone makes it easier to keep the meeting flow moving. Google Meet includes this feature specifically for mid-meeting catch-up.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>After the meeting\u003C/strong>\u003Cbr>The organizer receives an email with a summary link after the meeting, and the same link can also be accessed from the Calendar event.\u003Cbr>The summary email also includes a meeting summary and suggested next steps.\u003Cbr>In other words, it significantly reduces the need for people to manually “find the summary” or “reshare it.”\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">This approach can reduce the following manual work:\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">writing follow-up sharing emails\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">lengthy explanations for late joiners\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">searching for where the notes were stored\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>3. For Decision-Making Meetings, Teams; for External Recurring Meetings, Zoom\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">This is easiest to operate when you choose the primary tool based on the type of meeting.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Internal decision-making meetings are well suited to Teams\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">In meetings with many discussion points,\u003Cbr>it is often faster to capture decisions and candidate tasks during the meeting than to read the minutes afterward and organize them later.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Before the meeting\u003C/strong>\u003Cbr>Put the agenda into the invitation or the meeting notes.\u003Cbr>Teams meeting notes already start with a structure of agenda, notes, and tasks.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>During the meeting\u003C/strong>\u003Cbr>Facilitator can automatically capture tasks during the meeting and let you review them in Notes.\u003Cbr>If needed, you can also create, edit, and assign tasks directly from the meeting chat.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>After the meeting\u003C/strong>\u003Cbr>When you accept follow-up tasks, they can sync into Planner.\u003Cbr>This greatly reduces the step where someone has to re-enter tasks manually after the meeting. Planner itself is also relatively easy to manage in one place within Teams.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">This approach can reduce the following manual work:\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">extracting decisions\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">transferring tasks into a task sheet\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">reassigning owners\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>External recurring partner meetings are well suited to Zoom\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Meetings with ad agencies, production partners, or marketplace operators often become burdensome after the fact because someone has to decide every time who needs to receive what.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Before the meeting\u003C/strong>\u003Cbr>Enable Zoom’s Meeting Summary so automatic distribution is already set up.\u003Cbr>If it is enabled at the admin level, summaries can be sent automatically after meetings.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>During the meeting\u003C/strong>\u003Cbr>If the host or co-host uses Meeting Summary, a summary of the meeting is generated.\u003Cbr>If sharing is enabled, participants will receive it automatically after the meeting.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>After the meeting\u003C/strong>\u003Cbr>What people need to do is not rewrite the whole summary.\u003Cbr>They only need to identify the parts that require action on the GDX side and convert those into internal tasks.\u003Cbr>Zoom works especially well as an entry point for automatically distributing external meeting content and speeding up the company’s initial response.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>Three Things to Check Before Adopting These Tools\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Cost: Which work makes the subscription worth it?\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Notion AI Meeting Notes is tied to Business or Enterprise. Google Meet AI notes are available with Business Standard, Business Plus, Enterprise Standard, or Enterprise Plus. Zoom AI Companion depends on eligible paid licenses. Teams is designed around Microsoft 365 Copilot. Whether the cost is worth it should be judged not only by license price, but by how many minutes of post-meeting work it saves. If a weekly meeting reduces ten minutes of follow-up for three people every time, the cumulative effect can be surprisingly large.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Preview: How far should you test before full rollout?\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">It is important not to automate everything from day one.\u003Cbr>Start by using the tools as drafting support and see whether they can properly separate “decisions” from “pending items.” Google Meet summaries can sometimes be incomplete, and Teams retention scope can vary depending on settings. With AI notes, it is often more stable to define where humans make the final confirmation than to chase accuracy in the abstract.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">It is also important to decide in advance who will perform the final review, rather than treating the AI notes themselves as the source of truth. When the output feels off, teams should not force operations to adapt to the AI. Instead, they should adjust the AI side—summary structure, instructions, sharing settings, and related configurations—so the tool better fits the workflow.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Data handling: Where e-commerce operations tend to get stuck\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Customer information, sales data, inventory, cost, and trading conditions often come up during meetings.\u003Cbr>For Notion, the sticking points are consent and deletion settings. For Google Meet, they are sharing settings and retention policies. For Teams, one option is limiting usage to the meeting itself. For Zoom, the main issues are controlling recipients and external sharing. The more convenient the workflow, the more important it is to decide in advance what data should and should not be included. It is usually safer to start cautiously rather than immediately pushing full CSV files or customer-specific information into the workflow.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>Conclusion\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">The value of meeting AI is not in producing beautiful meeting minutes.\u003Cbr>Its value is in making it easier to clarify what the meeting is for before it starts, separate decisions from unresolved items during the meeting, and convert outcomes into tasks with owners and deadlines afterward.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">From that perspective, Notion is strong at connecting directly to task execution. Google Meet is strong at fast sharing. Teams is well suited to redesigning the structure of meetings themselves. Zoom works well for distributing the results of external meetings internally. If you are introducing AI, it is more important to choose based on whether it shortens the flow of work than whether it automates record-keeping. In practice, that is what matters most.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">At the same time, there is still some risk in treating AI-generated summaries and task candidates as finalized facts. In practice, it is better to use them on the assumption that a clearly accountable person will review the content and the ToDo items before they are finalized. And when the tool does not fit well, people should not force themselves to adapt to the AI; instead, they should adjust the AI’s settings and usage so it works better in the real workflow.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>References (official)\u003C/strong>\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">AI Meeting Notes (beta)\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Cspan style=\"font-family:"Times New Roman",serif;\">Notion Help Center\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Ca href=\"https://www.notion.com/help/ai-meeting-notes?utm_source=chatgpt.com\" target=\"_blank\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://www.notion.com/help/ai-meeting-notes\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Let Google Meet AI take notes for my users\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Cspan style=\"font-family:"Times New Roman",serif;\">Google Workspace Admin Help\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Ca href=\"https://support.google.com/a/answer/15071792\" target=\"_blank\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://support.google.com/a/answer/15071792\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Use Copilot in Microsoft Teams meetings\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Cspan style=\"font-family:"Times New Roman",serif;\">Microsoft Support\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Ca href=\"https://support.microsoft.com/en-us/office/use-copilot-in-microsoft-teams-meetings-0bf9dd3c-96f7-44e2-8bb8-790bedf066b1?utm_source=chatgpt.com\" target=\"_blank\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://support.microsoft.com/en-us/office/use-copilot-in-microsoft-teams-meetings-0bf9dd3c-96f7-44e2-8bb8-790bedf066b1\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Using Meeting Summary with AI Companion\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Cspan style=\"font-family:"Times New Roman",serif;\">Zoom Support\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Ca href=\"https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0058013&utm_source=chatgpt.com\" target=\"_blank\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://support.zoom.com/hc/en/article?id=zm_kb&sysparm_article=KB0058013\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Reference (analysis/expert source)\u003C/strong>\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">The State of AI: Global Survey 2025\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Cspan style=\"font-family:"Times New Roman",serif;\">McKinsey\u003C/span>\u003Cspan style=\"font-family:"PingFang TC",sans-serif;\" lang=\"ZH-TW\">／\u003C/span>\u003Ca href=\"https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai?utm_source=chatgpt.com\" target=\"_blank\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://www.mckinsey.com/capabilities/quantumblack/our-insights/the-state-of-ai\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:normal;\">\u003Ci>\u003Cspan style=\"font-family:"Times New Roman",serif;\">Parts of this article were drafted with the assistance of ChatGPT and then edited and revised by the author. The content reflects the author’s personal views and does not represent an official view or statement of GDX Co., Ltd. The information is provided for reference only. Please check official announcements and primary sources.\u003C/span>\u003C/i>\u003C/p>\u003Cp> \u003C/p>",{"topics_id":104,"ymd":105,"contents_type":7,"subject":106,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":107,"update_ymdhi":107,"topics_group_id":12,"slug":108,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":109,"thumbs":110,"wysiwyg":111},150,"2026-03-13","Will Google Opal’s New Agent Reduce Rework in Research and Drafting?","2026-03-13T17:15:59+09:00","21-20260313",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1773390063/files/user/ページ：ニュース/15-20210310 (13).jpg","\u003Ch1>Introduction\u003C/h1>\u003Cp>I’m Mia Sato, an AI researcher.\u003C/p>\u003Cp>On February 24, 2026, Google announced a new agent capability for the “generate” step in Opal. This update makes it easier to choose tools and models based on your goal, and it also improves the system’s ability to remember context, ask follow-up questions when needed, and change its workflow depending on the content. In this article, I’ll break down those changes as simply as possible and look at where they may be especially useful in e-commerce operations.\u003C/p>\u003Cp>At GDX, we often hear questions from teams running e-commerce sites, such as:\u003C/p>\u003Cp>“Ad performance is down. Should we also look at discount promotions at the same time?”\u003Cbr>“Can you draft product descriptions that match our brand tone?”\u003Cbr>“Can you separate FAQ drafts by inquiry type?”\u003C/p>\u003Cp>These kinds of questions come up frequently in day-to-day e-commerce operations. With this latest Opal update, it has become easier to carry context through a task, ask for missing information along the way, and shift the flow depending on the situation.\u003C/p>\u003Cp>That means tasks like reviewing ad reports, creating first drafts of product descriptions, and organizing FAQ drafts may now be completed more quickly than before. However, to make these use cases work in real operations, teams still need to define at least some basic assumptions in advance, such as prohibited expressions, brand tone, and customer support policies. One of the key strengths of this Opal update is that it makes follow-up questions and branching workflows easier to apply in real business settings where those kinds of assumptions already exist.\u003C/p>\u003Chr>\u003Ch1>First, what does Opal do?\u003C/h1>\u003Cp>Opal is Google’s tool for building AI mini-apps using natural language.\u003C/p>\u003Cp>Google officially describes Opal as a way to “build, edit and share mini-AI apps using natural language.” In other words, rather than stopping at conversation, Opal is designed to make it easier to build small apps that take input, process it, and return results. The Overview and Quickstart materials also explain that users can build multi-step workflows using both a natural-language editor and a visual editor.\u003C/p>\u003Cp>A simple way to think about it is this: earlier versions of Opal were tools for “building a workflow and running it,” while the new Opal is better understood as a tool for “building a workflow while also reasoning through the process as it goes.”\u003C/p>\u003Chr>\u003Ch1>How is it different from ChatGPT custom GPTs?\u003C/h1>\u003Cp>The reason it makes sense to compare Opal with ChatGPT custom GPTs is that both can appear to be tools for making AI easier to use in your own work. That can make it hard to tell what the difference is and which one to choose. In particular, tasks like writing product descriptions, answering internal questions, organizing FAQs, or drafting reports can all seem possible with either tool.\u003C/p>\u003Cp>Because of that, people encountering these tools for the first time often struggle to decide whether they want to create “an AI specialized in conversation” or “a system that follows a process step by step.” Sorting out that difference first makes it easier to think about which tool fits which type of work.\u003C/p>\u003Cp>Broadly speaking, a custom GPT is closer to a dedicated conversational assistant, while Opal is closer to a small app that is built around a workflow.\u003C/p>\u003Cp>To put it even more simply:\u003C/p>\u003Cp>A custom GPT is like “a knowledgeable store associate.”\u003Cbr>Opal is like “a front-desk tool that walks you through a process step by step.”\u003C/p>\u003Cp>If your goal is something like having AI write product descriptions or respond in line with your brand tone, the custom GPT model is a closer fit.\u003C/p>\u003Cp>On the other hand, if you want to build the flow itself—for example, “review ad metrics → ask for missing information → organize the next items to check”—then Opal is generally a better fit.\u003C/p>\u003Cp>Of course, individual tasks can often be done with other generative AI tools as well. What makes Opal distinctive is that it lets you turn those tasks into a shareable mini-app built around the workflow of “ask, sort, and organize.”\u003C/p>\u003Chr>\u003Ch1>From GDX’s perspective: where can Google Opal be used in e-commerce operations?\u003C/h1>\u003Cp>For e-commerce operations, Opal tends to work especially well for tasks that involve the same checks over and over again. Examples include reviewing ad reports, drafting product descriptions, and classifying customer inquiries.\u003C/p>\u003Cp>That said, to use it reliably for these purposes, it is important to have at least some baseline assumptions prepared in advance, such as brand tone, prohibited expressions, and inquiry classification rules.\u003C/p>\u003Cp>Below are concrete examples of how the capabilities Google describes for Opal can be applied to e-commerce operations. In each case, the point is not just to generate text, but to confirm information partway through, branch depending on conditions, and make the whole workflow easy to reuse. That is exactly the kind of scenario where Opal is a strong fit.\u003C/p>\u003Chr>\u003Ch2>1. Ad report review app\u003C/h2>\u003Cp>\u003Cstrong>Where it can be used:\u003C/strong> Before weekly or monthly ad meetings\u003Cbr>\u003Cstrong>What the app does:\u003C/strong> You enter a KPI summary, and the app returns “key changes → possible causes → items to check next.”\u003C/p>\u003Cp>For example, if CVR has dropped, the app could ask follow-up questions such as: “Were there any discount promotions?” “Are out-of-stock products included?” or “Was the landing page updated?” It would then organize the discussion points based on those answers as well. This is a use case where the newly added \u003Cstrong>interactive chat\u003C/strong> and \u003Cstrong>dynamic routing\u003C/strong> are especially effective. With \u003Cstrong>memory\u003C/strong>, it also becomes easier to maintain assumptions such as “for this brand, gross profit matters more than ROAS.”\u003C/p>\u003Cp>\u003Cstrong>How to use it:\u003C/strong>\u003C/p>\u003Cp>Open a similar demo from Opal’s gallery and edit it as a starting point.\u003C/p>\u003Cp>In the initial instruction, write something like:\u003Cbr>“Take a summary of ad KPIs and organize the key changes, possible causes, and the next items to review. If information is missing, ask whether there were promotions, inventory issues, price revisions, or landing page updates.”\u003C/p>\u003Cp>Use Preview and test it with the previous week’s summary.\u003C/p>\u003Cp>If the output is not sufficient, add instructions in the natural-language editor such as:\u003Cbr>“If inventory issues are likely involved, do not draw conclusions based on ad performance alone.”\u003Cbr>According to Google’s official materials, editing can be done in either the natural-language editor or the visual editor.\u003C/p>\u003Cp>Once you have tested around three patterns and confirmed that it works well, you can share it internally.\u003C/p>\u003Cp>\u003Cstrong>Why this update matters:\u003C/strong>\u003Cbr>Previously, users had to define the “checkpoints” in much more detail beforehand. Now that the app can ask for missing information more naturally, it is much easier to build a report-review app for use before meetings.\u003C/p>\u003Chr>\u003Ch2>2. Product description and promotional copy drafting app\u003C/h2>\u003Cp>\u003Cstrong>Where it can be used:\u003C/strong> Before product registration, before a sale, or when preparing a featured page\u003Cbr>\u003Cstrong>What the app does:\u003C/strong> When SKU information is entered, it returns draft product descriptions, key selling points, and short promotional copy.\u003C/p>\u003Cp>For example, when you enter a product name, features, target users, and a promotional theme, the app might ask follow-up questions such as, “Should the brand tone be softer?” or “Are there any expressions we should avoid?” It would then generate copy based on those conditions. In this use case, \u003Cstrong>memory\u003C/strong> is especially useful because it can retain assumptions like brand tone and prohibited expressions. If the writing style should change by category, \u003Cstrong>dynamic routing\u003C/strong> is also a good fit.\u003C/p>\u003Cp>\u003Cstrong>How to use it:\u003C/strong>\u003C/p>\u003Cp>Find a template in the gallery that is close to copy generation and edit it, or create a new app from scratch.\u003C/p>\u003Cp>In the initial instruction, write something like:\u003Cbr>“Take product information and draft a product description and promotional copy in line with the brand tone. Ask follow-up questions if information is missing. Do not use prohibited expressions.”\u003C/p>\u003Cp>Start by testing just one product.\u003C/p>\u003Cp>As you review the output, add conditions such as:\u003Cbr>“For food products, avoid exaggerated claims.”\u003Cbr>“For cosmetics, describe the feel of use first.”\u003C/p>\u003Cp>Once it is approved internally, product managers can use it by entering SKU-level information.\u003C/p>\u003Cp>\u003Cstrong>Why this update matters:\u003C/strong>\u003Cbr>One of the biggest improvements is that the app can now ask for missing product information on its own. That makes it easier to begin drafting even when all the input fields have not been perfectly prepared from the start.\u003C/p>\u003Chr>\u003Ch2>3. Inquiry classification and FAQ drafting app\u003C/h2>\u003Cp>\u003Cstrong>Where it can be used:\u003C/strong> Initial CS triage, internal review, or before updating FAQs\u003Cbr>\u003Cstrong>What the app does:\u003C/strong> When you enter the content of a customer inquiry, the app classifies it into categories such as “shipping,” “returns,” “inventory,” or “payment,” and then produces an internal response policy or a draft FAQ answer.\u003C/p>\u003Cp>For example, for an inquiry like “My order still hasn’t arrived,” the app might ask, “Has a shipping notification been sent?” or “What was the order date?” It could then determine whether the issue is a shipping delay or a pending inventory allocation and draft a response accordingly. This is probably the clearest example of where \u003Cstrong>dynamic routing\u003C/strong> is effective. Because \u003Cstrong>interactive chat\u003C/strong> allows the app to ask for the information it needs, the process can still move forward even when the initial input is rough.\u003C/p>\u003Cp>\u003Cstrong>How to use it:\u003C/strong>\u003C/p>\u003Cp>Create a new app with an instruction like:\u003Cbr>“Take the text of a customer inquiry, determine the category, and create an internal response policy. Ask for missing information when necessary.”\u003C/p>\u003Cp>Start with about four major branches.\u003Cbr>Shipping / Returns / Inventory / Payment is enough at first.\u003C/p>\u003Cp>Use Preview and test it with three to five examples similar to real inquiries. Google’s official materials note that you can refine the behavior while checking it in Preview or in the visual editor.\u003C/p>\u003Cp>If the classification is off, add rules such as:\u003Cbr>“Prioritize shipping for phrases like ‘hasn’t arrived yet.’”\u003Cbr>“Route phrases like ‘I want to cancel’ to returns/cancellations.”\u003C/p>\u003Cp>At first, it is safer to use this only for internal initial sorting rather than sending responses directly to customers. Since FAQ content can still contain mistakes, it is better not to use it for automatic customer-facing replies right away.\u003C/p>\u003Cp>\u003Cstrong>Why this update matters:\u003C/strong>\u003Cbr>Previously, you needed to define inquiry branches in much finer detail from the very beginning. Now that it is easier to classify, ask, and organize, Opal is much better suited for use at the front end of customer support workflows.\u003C/p>\u003Chr>\u003Ch1>Points to check before introducing it\u003C/h1>\u003Ch2>1. Start with drafting use cases\u003C/h2>\u003Cp>Opal’s FAQ clearly states that Opal can make mistakes and that testing is important. Because of that, it is safer to begin with use cases like pre-meeting organization, first drafts of copy, or FAQ drafts rather than immediately using it for auto-sending or automated decision-making.\u003C/p>\u003Cp>In practice, it is also easier to start by defining input items, prohibited expressions, and decision rules on a small scale rather than aiming for perfect automation from the beginning.\u003C/p>\u003Ch2>2. The way you share it changes what others can see\u003C/h2>\u003Cp>According to the Overview, Opal can be shared or published, and the people you share it with may be able to see the contents and prompts. It also notes that Opal apps are saved as files in Google Drive. If you plan to use it internally, it is better to decide in advance how much of the underlying content you want others to be able to see.\u003C/p>\u003Ch2>3. Think carefully before entering raw data as-is\u003C/h2>\u003Cp>The FAQ explains that Opal prompts and outputs are not used to train generative AI models. At the same time, it also notes that some prompts may be reviewed by humans for troubleshooting or for understanding use cases. If you are testing it in e-commerce operations, it is generally better to start with summarized values or classification labels rather than entering customer names, order IDs, or cost data directly.\u003C/p>\u003Chr>\u003Ch1>Conclusion\u003C/h1>\u003Cp>This Opal update brings the experience closer to “handing over what you want done and letting the system guide you through it,” rather than “thinking first about which model to use.” In e-commerce operations, it is especially well suited not to full automation, but to use cases that shorten the time needed for shared context and first-draft creation.\u003C/p>\u003Cp>More specifically, Opal is a strong fit not so much for one-off AI consultations, but for situations where the same confirmation steps are repeated over and over and where teams want to package those workflows into small shareable apps.\u003C/p>\u003Cp>Honestly, that is probably where it will be most helpful in practice. Tasks like reports, FAQs, and promotional drafts are especially worth trying because teams often have to explain the same things from scratch every time.\u003C/p>\u003Cp>The best approach is probably to start small and begin with drafting use cases.\u003C/p>\u003Chr>\u003Ch1>References\u003C/h1>\u003Cp>Official: \u003Ci>Build dynamic agentic workflows in Opal\u003C/i> / Google Blog / \u003Ca class=\"decorated-link\" href=\"https://blog.google/innovation-and-ai/models-and-research/google-labs/opal-agent/\" rel=\"noopener\" target=\"_new\">https://blog.google/innovation-and-ai/models-and-research/google-labs/opal-agent/\u003C/a>\u003C/p>\u003Cp>Official: \u003Ci>Frequently asked questions and best practices | Opal\u003C/i> / Google for Developers / \u003Ca class=\"decorated-link\" href=\"https://developers.google.com/opal/faq\" rel=\"noopener\" target=\"_new\">https://developers.google.com/opal/faq\u003C/a>\u003C/p>\u003Cp>Official: \u003Ci>Introducing Opal: Describe, build, and share AI mini-apps\u003C/i> / Google Developers Blog / \u003Ca class=\"decorated-link\" href=\"https://developers.googleblog.com/ja/introducing-opal/\" rel=\"noopener\" target=\"_new\">https://developers.googleblog.com/ja/introducing-opal/\u003C/a>\u003C/p>\u003Cp>Commentary / expert analysis: \u003Ci>Google adds AI agent to Opal mini-app builder\u003C/i> / Paul Krill / InfoWorld / \u003Ca class=\"decorated-link\" href=\"https://www.infoworld.com/article/4136919/google-adds-ai-agent-to-opal-mini-app-builder.html\" rel=\"noopener\" target=\"_new\">https://www.infoworld.com/article/4136919/google-adds-ai-agent-to-opal-mini-app-builder.html\u003C/a>\u003C/p>\u003Cp>Commentary / expert analysis: \u003Ci>Google's Opal just quietly showed enterprise teams the new blueprint for building AI agents\u003C/i> / VentureBeat / \u003Ca class=\"decorated-link\" href=\"https://venturebeat.com/technology/googles-opal-just-quietly-showed-enterprise-teams-the-new-blueprint-for\" rel=\"noopener\" target=\"_new\">https://venturebeat.com/technology/googles-opal-just-quietly-showed-enterprise-teams-the-new-blueprint-for\u003C/a>\u003C/p>\u003Cp>For more information about GDX Inc., please visit:\u003Cbr>Company website: \u003Ca class=\"decorated-link\" href=\"https://gdx.inc/\" rel=\"noopener\" target=\"_new\">https://gdx.inc/\u003C/a>\u003C/p>\u003Cp>\u003Ci>Parts of this article were created with the support of ChatGPT and then revised and expanded by the author. The content reflects the author’s personal views and does not represent the official opinion or statement of GDX Inc. The information is provided for reference purposes only. Please refer to official announcements and primary sources.\u003C/i>\u003C/p>",{"topics_id":113,"ymd":114,"contents_type":7,"subject":115,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":116,"update_ymdhi":117,"topics_group_id":12,"slug":118,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":119,"thumbs":120,"wysiwyg":121},149,"2026-03-06","From Excel to PowerPoint, Faster: How Claude Cowork’s Integration Push Changes Day-to-Day Work","2026-03-05T17:14:35+09:00","2026-03-06T17:09:15+09:00","21-20260306",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1772699612/files/user/ページ：ニュース/15-20210310 (11).jpg","\u003Ch2 data-start=\"0\" data-end=\"15\">Introduction\u003C/h2>\u003Cp data-start=\"17\" data-end=\"64\">I’m Mia Sato, an AI researcher at GDX Co., Ltd.\u003C/p>\u003Cp data-start=\"66\" data-end=\"373\">Anthropic has expanded “Claude Cowork,” broadening the range of business tools it can connect with—such as Google Workspace, DocuSign, and WordPress. They’ve also signaled a direction toward bundling multi-step, cross-app work—like moving from Excel to PowerPoint—so tasks can be carried through end to end.\u003C/p>\u003Cp data-start=\"375\" data-end=\"408\">This article covers three things:\u003C/p>\u003Col data-start=\"410\" data-end=\"630\">\u003Cli data-start=\"410\" data-end=\"475\">\u003Cp data-start=\"413\" data-end=\"475\">What’s been added (new integrations and cross-app workflows)\u003C/p>\u003C/li>\u003Cli data-start=\"476\" data-end=\"546\">\u003Cp data-start=\"479\" data-end=\"546\">Which “busywork” in EC operations could realistically get shorter\u003C/p>\u003C/li>\u003Cli data-start=\"547\" data-end=\"630\">\u003Cp data-start=\"550\" data-end=\"630\">Where teams tend to get stuck before rollout—cost, validation, and data handling\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"632\" data-end=\"668\">At GDX, we often hear concerns like:\u003C/p>\u003Cul data-start=\"670\" data-end=\"872\">\u003Cli data-start=\"670\" data-end=\"770\">\u003Cp data-start=\"672\" data-end=\"770\">“We delivered the ad report, but the discussion still starts from re-explaining the background.”\u003C/p>\u003C/li>\u003Cli data-start=\"771\" data-end=\"872\">\u003Cp data-start=\"773\" data-end=\"872\">“Inventory, promotions, and price changes are scattered across places, so decisions take too long.”\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"874\" data-end=\"1096\">The data exists, but teams spend a lot of time aligning on assumptions—re-reading and re-confirming what everyone already has. Here, I’ll organize the update from the perspective of reducing that “shared context” overhead.\u003C/p>\u003Chr data-start=\"1098\" data-end=\"1101\">\u003Ch2 data-start=\"1103\" data-end=\"1171\">How to choose between Claude Chat, Claude Code, and Claude Cowork\u003C/h2>\u003Cp>\u003Cimg class=\"image_resized\" style=\"aspect-ratio:2740/1536;width:71.85%;\" src=\"https://gdx-corp-sitekey.g.kuroco-img.app/v=1772699246/files/user/topics_img/7/2/Gemini_Generated_Image_y7oel5y7oel5y7oe.png\" width=\"2740\" height=\"1536\">\u003C/p>\u003Cp data-start=\"1173\" data-end=\"1385\">Before we get into the Cowork update, it helps to clarify how Claude Chat, Claude Code, and Claude Cowork differ—and when to use each. Once you have this straight, it becomes much easier to see where Cowork fits.\u003C/p>\u003Cp data-start=\"1387\" data-end=\"1399\">In one line:\u003C/p>\u003Cul data-start=\"1401\" data-end=\"1700\">\u003Cli data-start=\"1401\" data-end=\"1500\">\u003Cp data-start=\"1403\" data-end=\"1500\">\u003Cstrong data-start=\"1403\" data-end=\"1418\">Claude Chat\u003C/strong> is where you think: strong at summarizing, drafting, and structuring decisions.\u003C/p>\u003C/li>\u003Cli data-start=\"1501\" data-end=\"1594\">\u003Cp data-start=\"1503\" data-end=\"1594\">\u003Cstrong data-start=\"1503\" data-end=\"1518\">Claude Code\u003C/strong> is where you build: designed to accelerate coding and terminal workflows.\u003C/p>\u003C/li>\u003Cli data-start=\"1595\" data-end=\"1700\">\u003Cp data-start=\"1597\" data-end=\"1700\">\u003Cstrong data-start=\"1597\" data-end=\"1614\">Claude Cowork\u003C/strong> is where you work with files: built for tasks that span multiple tools and documents.\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"1702\" data-end=\"1705\">\u003Ch2 data-start=\"1707\" data-end=\"1757\">What’s changing with Anthropic’s Claude Cowork?\u003C/h2>\u003Cp data-start=\"1759\" data-end=\"1827\">Now to the main topic. This update points to three major directions:\u003C/p>\u003Col data-start=\"1829\" data-end=\"2211\">\u003Cli data-start=\"1829\" data-end=\"1951\">\u003Cp data-start=\"1832\" data-end=\"1951\">\u003Cstrong data-start=\"1832\" data-end=\"1854\">More integrations:\u003C/strong> Closer to the tools people actually live in—Google Workspace, DocuSign, WordPress, and others.\u003C/p>\u003C/li>\u003Cli data-start=\"1952\" data-end=\"2065\">\u003Cp data-start=\"1955\" data-end=\"2065\">\u003Cstrong data-start=\"1955\" data-end=\"1986\">Easier cross-app workflows:\u003C/strong> Smoother paths for sequences like “analyze in Excel → report in PowerPoint.”\u003C/p>\u003C/li>\u003Cli data-start=\"2066\" data-end=\"2211\">\u003Cp data-start=\"2069\" data-end=\"2211\">\u003Cstrong data-start=\"2069\" data-end=\"2114\">A “draft + human review” operating model:\u003C/strong> For important deliverables, the safe default is drafting first and validating before finalizing.\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"2213\" data-end=\"2323\">Below, I’ll organize this as: \u003Cstrong data-start=\"2243\" data-end=\"2323\">facts → practical implications → what we can responsibly say as “confirmed.”\u003C/strong>\u003C/p>\u003Ch3 data-start=\"2325\" data-end=\"2354\">Facts: What was announced\u003C/h3>\u003Cul data-start=\"2355\" data-end=\"2635\">\u003Cli data-start=\"2355\" data-end=\"2492\">\u003Cp data-start=\"2357\" data-end=\"2492\">Anthropic has expanded enterprise integrations (connectors/plugins), signaling a stronger push toward connecting with internal tools.\u003C/p>\u003C/li>\u003Cli data-start=\"2493\" data-end=\"2635\">\u003Cp data-start=\"2495\" data-end=\"2635\">Use cases that span multiple apps—like Excel ↔ PowerPoint—are being positioned more prominently, emphasizing workflow-oriented productivity.\u003C/p>\u003C/li>\u003C/ul>\u003Ch3 data-start=\"2637\" data-end=\"2700\">Practical implications: What might get easier on the ground\u003C/h3>\u003Cp data-start=\"2701\" data-end=\"2803\">In EC operations, the gains often come less from “having AI think for you” and more from cutting down:\u003C/p>\u003Cul data-start=\"2805\" data-end=\"2900\">\u003Cli data-start=\"2805\" data-end=\"2821\">\u003Cp data-start=\"2807\" data-end=\"2821\">copy-pasting\u003C/p>\u003C/li>\u003Cli data-start=\"2822\" data-end=\"2858\">\u003Cp data-start=\"2824\" data-end=\"2858\">formatting and reshaping content\u003C/p>\u003C/li>\u003Cli data-start=\"2859\" data-end=\"2900\">\u003Cp data-start=\"2861\" data-end=\"2900\">“reading together” to align assumptions\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"2902\" data-end=\"3017\">It’s essentially about reducing the human “transport work” between tools and files. It’s not flashy—but it adds up.\u003C/p>\u003Ch3 data-start=\"3019\" data-end=\"3063\">Notes and boundaries: What’s safe to say\u003C/h3>\u003Cul data-start=\"3064\" data-end=\"3298\">\u003Cli data-start=\"3064\" data-end=\"3188\">\u003Cp data-start=\"3066\" data-end=\"3188\">More integrations increase convenience, but they also make \u003Cstrong data-start=\"3125\" data-end=\"3170\">permissions, data scope, and review flows\u003C/strong> more important.\u003C/p>\u003C/li>\u003Cli data-start=\"3189\" data-end=\"3298\">\u003Cp data-start=\"3191\" data-end=\"3298\">Rather than jumping straight into automation, a realistic approach is: \u003Cstrong data-start=\"3262\" data-end=\"3298\">draft → human review → finalize.\u003C/strong>\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"3300\" data-end=\"3303\">\u003Ch2 data-start=\"3305\" data-end=\"3366\">GDX perspective: Where Claude Cowork fits in EC operations\u003C/h2>\u003Cp data-start=\"3368\" data-end=\"3518\">Cowork tends to shine in areas where work spans multiple tools or files and ends with a concrete artifact—like a slide, memo, or standardized summary.\u003C/p>\u003Cp data-start=\"3520\" data-end=\"3671\">On the other hand, tasks with heavy exception handling or constantly shifting criteria can create more rework if you try to hand them over too quickly.\u003C/p>\u003Cp data-start=\"3673\" data-end=\"3752\">So here, I’ll focus on three use cases that are easy to trial. What they share:\u003C/p>\u003Cul data-start=\"3754\" data-end=\"3909\">\u003Cli data-start=\"3754\" data-end=\"3788\">\u003Cp data-start=\"3756\" data-end=\"3788\">you can measure impact quickly\u003C/p>\u003C/li>\u003Cli data-start=\"3789\" data-end=\"3839\">\u003Cp data-start=\"3791\" data-end=\"3839\">humans can validate output quality immediately\u003C/p>\u003C/li>\u003Cli data-start=\"3840\" data-end=\"3909\">\u003Cp data-start=\"3842\" data-end=\"3909\">you can start with “draft + assumptions” instead of full automation\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"3911\" data-end=\"3914\">\u003Ch2 data-start=\"3916\" data-end=\"4005\">Use case 1: Turn a weekly ad report into a single executive slide (Excel → PowerPoint)\u003C/h2>\u003Ch3 data-start=\"4007\" data-end=\"4015\">Goal\u003C/h3>\u003Cp data-start=\"4016\" data-end=\"4146\">Take the numbers and charts from Excel and turn them into a one-slide executive summary: \u003Cstrong data-start=\"4105\" data-end=\"4145\">conclusion → evidence → next actions\u003C/strong>.\u003C/p>\u003Cp data-start=\"4148\" data-end=\"4345\">This is a good candidate because the weekly “copy/paste + wording adjustments” cycle is often a time sink, and cross-app context passing (Excel ↔ PowerPoint) is explicitly mentioned as a direction.\u003C/p>\u003Ch3 data-start=\"4347\" data-end=\"4380\">A quick workflow (10 minutes)\u003C/h3>\u003Col data-start=\"4381\" data-end=\"4630\">\u003Cli data-start=\"4381\" data-end=\"4435\">\u003Cp data-start=\"4384\" data-end=\"4435\">Prepare a single key chart in Excel for this week\u003C/p>\u003C/li>\u003Cli data-start=\"4436\" data-end=\"4485\">\u003Cp data-start=\"4439\" data-end=\"4485\">Write the intended conclusion in three lines\u003C/p>\u003C/li>\u003Cli data-start=\"4486\" data-end=\"4575\">\u003Cp data-start=\"4489\" data-end=\"4575\">Ask Cowork to draft one slide in the structure: conclusion → evidence → next actions\u003C/p>\u003C/li>\u003Cli data-start=\"4576\" data-end=\"4630\">\u003Cp data-start=\"4579\" data-end=\"4630\">A human checks numbers and phrasing, then finalizes\u003C/p>\u003C/li>\u003C/ol>\u003Ch3 data-start=\"4632\" data-end=\"4650\">Prompt example\u003C/h3>\u003Cp data-start=\"4651\" data-end=\"4902\">“Create a one-slide executive summary of this week’s ad results. Structure: conclusion → evidence → next actions. Keep the wording short. Use the numbers as-is and make the chart easy to read. Include assumptions and the reporting period in one line.”\u003C/p>\u003Ch3 data-start=\"4904\" data-end=\"4934\">\u003Ca href=\"https://note.com/riku_techlab/n/n6ad2abb8bbda\" target=\"_blank\" rel=\"noopener noreferrer\">Reference links (examples)\u003C/a>\u003C/h3>\u003Chr data-start=\"4950\" data-end=\"4953\">\u003Ch2 data-start=\"4955\" data-end=\"5075\">Use case 2: Consolidate inventory, promotion, and price-change assumptions into one page (reduce “read-through” time)\u003C/h2>\u003Ch3 data-start=\"5077\" data-end=\"5085\">Goal\u003C/h3>\u003Cp data-start=\"5086\" data-end=\"5244\">Reduce meetings that begin with re-confirming basics because inventory sheets, promo calendars, and price-change notices are scattered across Drive and email.\u003C/p>\u003Cp data-start=\"5246\" data-end=\"5424\">Cowork is positioned as suitable for pulling from multiple sources, reconciling context, and turning it into a single deliverable—exactly this kind of “assumption consolidation.”\u003C/p>\u003Ch3 data-start=\"5426\" data-end=\"5459\">A quick workflow (15 minutes)\u003C/h3>\u003Col data-start=\"5460\" data-end=\"5804\">\u003Cli data-start=\"5460\" data-end=\"5594\">\u003Cp data-start=\"5463\" data-end=\"5594\">Gather only the documents needed for this week’s decisions into a single Drive folder (inventory, promotions, price-change memos)\u003C/p>\u003C/li>\u003Cli data-start=\"5595\" data-end=\"5675\">\u003Cp data-start=\"5598\" data-end=\"5675\">Have Cowork scan the folder to identify contradictions and unresolved items\u003C/p>\u003C/li>\u003Cli data-start=\"5676\" data-end=\"5757\">\u003Cp data-start=\"5679\" data-end=\"5757\">Generate a one-page (A4-equivalent) assumptions memo for pre-meeting sharing\u003C/p>\u003C/li>\u003Cli data-start=\"5758\" data-end=\"5804\">\u003Cp data-start=\"5761\" data-end=\"5804\">Use that memo as the meeting starting point\u003C/p>\u003C/li>\u003C/ol>\u003Ch3 data-start=\"5806\" data-end=\"5824\">Prompt example\u003C/h3>\u003Cp data-start=\"5825\" data-end=\"6065\">“From the documents in this folder, summarize the assumptions needed for this week’s decisions in one page. Separate confirmed vs unconfirmed information. If anything conflicts, flag it. Also provide up to five questions we should confirm.”\u003C/p>\u003Ch3 data-start=\"6067\" data-end=\"6097\">\u003Ca href=\"https://zenn.dev/lnest_knowledge/articles/0b763e2ccf1bd8?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener noreferrer\">Reference links (examples)\u003C/a>\u003C/h3>\u003Chr data-start=\"6113\" data-end=\"6116\">\u003Ch2 data-start=\"6118\" data-end=\"6220\">Use case 3: Prepare for WordPress updates (draft copy, steps, and diff checks to prevent omissions)\u003C/h2>\u003Ch3 data-start=\"6222\" data-end=\"6230\">Goal\u003C/h3>\u003Cp data-start=\"6231\" data-end=\"6367\">For LP/news updates, reduce omissions in formatting, diff tracking, and update procedures by locking down the draft and checklist first.\u003C/p>\u003Cp data-start=\"6369\" data-end=\"6452\">WordPress is listed among the newly added connectors, which supports this use case.\u003C/p>\u003Ch3 data-start=\"6454\" data-end=\"6490\">A quick workflow (10–15 minutes)\u003C/h3>\u003Col data-start=\"6491\" data-end=\"6735\">\u003Cli data-start=\"6491\" data-end=\"6576\">\u003Cp data-start=\"6494\" data-end=\"6576\">Collect the target page URL, change notes, and assets (images/copy) in one place\u003C/p>\u003C/li>\u003Cli data-start=\"6577\" data-end=\"6647\">\u003Cp data-start=\"6580\" data-end=\"6647\">Ask Cowork for: (a) a draft reflecting diffs, and (b) a checklist\u003C/p>\u003C/li>\u003Cli data-start=\"6648\" data-end=\"6735\">\u003Cp data-start=\"6651\" data-end=\"6735\">A human performs the publish steps and post-publish verification using the checklist\u003C/p>\u003C/li>\u003C/ol>\u003Ch3 data-start=\"6737\" data-end=\"6755\">Prompt example\u003C/h3>\u003Cp data-start=\"6756\" data-end=\"6972\">“For this update target, create a draft that clearly shows what changes. Also create pre-publish and post-publish checklists. Include common failure points: links, price wording, period wording, and inventory notes.”\u003C/p>\u003Ch3 data-start=\"6974\" data-end=\"7004\">\u003Ca href=\"https://note.com/yaoyoroztech/n/n350374588a15\" target=\"_blank\" rel=\"noopener noreferrer\">Reference links (examples)\u003C/a>\u003C/h3>\u003Chr data-start=\"7020\" data-end=\"7023\">\u003Ch2 data-start=\"7025\" data-end=\"7066\">Three things to confirm before rollout\u003C/h2>\u003Ch3 data-start=\"7068\" data-end=\"7136\">1) Cost: How to read pricing and decide how many accounts to buy\u003C/h3>\u003Cp data-start=\"7137\" data-end=\"7241\">If you align on how pricing is framed, the rest becomes a straightforward comparison against time saved.\u003C/p>\u003Cp data-start=\"7243\" data-end=\"7348\">Claude Cowork is in research preview, and is available on paid plans: \u003Cstrong data-start=\"7313\" data-end=\"7348\">Pro, Max, Team, and Enterprise.\u003C/strong>\u003C/p>\u003Cul data-start=\"7350\" data-end=\"7965\">\u003Cli data-start=\"7350\" data-end=\"7448\">\u003Cp data-start=\"7352\" data-end=\"7448\">\u003Cstrong data-start=\"7352\" data-end=\"7360\">Pro:\u003C/strong> $20/month (or $17/month equivalent on annual billing; $200 upfront). Includes Cowork.\u003C/p>\u003C/li>\u003Cli data-start=\"7449\" data-end=\"7566\">\u003Cp data-start=\"7451\" data-end=\"7566\">\u003Cstrong data-start=\"7451\" data-end=\"7459\">Max:\u003C/strong> starting at $100/month. Larger usage limits than Pro, and often includes earlier access to new features.\u003C/p>\u003C/li>\u003Cli data-start=\"7567\" data-end=\"7846\">\u003Cp data-start=\"7569\" data-end=\"7616\">\u003Cstrong data-start=\"7569\" data-end=\"7578\">Team:\u003C/strong> for 5–150 users, with two seat types:\u003C/p>\u003Cul data-start=\"7619\" data-end=\"7846\">\u003Cli data-start=\"7619\" data-end=\"7703\">\u003Cp data-start=\"7621\" data-end=\"7703\">\u003Cstrong data-start=\"7621\" data-end=\"7634\">Standard:\u003C/strong> $20/month per user on annual billing, $25/month on monthly billing\u003C/p>\u003C/li>\u003Cli data-start=\"7706\" data-end=\"7791\">\u003Cp data-start=\"7708\" data-end=\"7791\">\u003Cstrong data-start=\"7708\" data-end=\"7720\">Premium:\u003C/strong> $100/month per user on annual billing, $125/month on monthly billing\u003C/p>\u003C/li>\u003Cli data-start=\"7794\" data-end=\"7846\">\u003Cp data-start=\"7796\" data-end=\"7846\">Seat types can be mixed, and Cowork is included.\u003C/p>\u003C/li>\u003C/ul>\u003C/li>\u003Cli data-start=\"7847\" data-end=\"7965\">\u003Cp data-start=\"7849\" data-end=\"7965\">\u003Cstrong data-start=\"7849\" data-end=\"7864\">Enterprise:\u003C/strong> pricing on request; typically adds enterprise admin controls on top of Team-equivalent capabilities.\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"7967\" data-end=\"8054\">Pricing may change, so always confirm the current numbers on the \u003Ca href=\"https://claude.com/pricing\" target=\"_blank\" rel=\"noopener noreferrer\">official pricing page\u003C/a>.\u003C/p>\u003Cp data-start=\"8056\" data-end=\"8093\">A practical way to decide seat count:\u003C/p>\u003Cp data-start=\"8095\" data-end=\"8363\">\u003Cstrong data-start=\"8095\" data-end=\"8142\">Step 1: Identify who Cowork fits best first\u003C/strong>\u003Cbr>People who frequently do chained work across tools—e.g., weekly reporting from Excel through to PowerPoint; consolidating assumptions scattered across Drive/email; combining multiple documents into a clean deliverable.\u003C/p>\u003Cp data-start=\"8365\" data-end=\"8633\">\u003Cstrong data-start=\"8365\" data-end=\"8424\">Step 2: Use saved minutes to choose seat type and count\u003C/strong>\u003Cbr>If starting with Team, begin with the minimum five seats for a short trial and measure how many minutes per person per week are saved. Heavy users may belong on Premium; others often start fine on Standard.\u003C/p>\u003Cp data-start=\"8635\" data-end=\"8761\">In short: it’s usually safer to start with a small group, quantify time saved, and then expand only where it clearly pays off.\u003C/p>\u003Chr data-start=\"8763\" data-end=\"8766\">\u003Ch3 data-start=\"8768\" data-end=\"8828\">2) Preview status: How far to validate before production\u003C/h3>\u003Cp data-start=\"8829\" data-end=\"8944\">Integration and workflow features can have variability or change as the product evolves. A staged rollout is safer:\u003C/p>\u003Col data-start=\"8946\" data-end=\"9134\">\u003Cli data-start=\"8946\" data-end=\"9006\">\u003Cp data-start=\"8949\" data-end=\"9006\">Use only for drafting (to support assumption alignment)\u003C/p>\u003C/li>\u003Cli data-start=\"9007\" data-end=\"9080\">\u003Cp data-start=\"9010\" data-end=\"9080\">Limit scope to a single standardized output (e.g., one weekly slide)\u003C/p>\u003C/li>\u003Cli data-start=\"9081\" data-end=\"9134\">\u003Cp data-start=\"9084\" data-end=\"9134\">Expand to multi-step flows like Excel → PowerPoint\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"9136\" data-end=\"9265\">If you jump immediately to “auto-publish” or “auto-distribute,” the blast radius of mistakes gets much larger. Start with drafts.\u003C/p>\u003Chr data-start=\"9267\" data-end=\"9270\">\u003Ch3 data-start=\"9272\" data-end=\"9331\">3) Data handling: Where EC operations tend to get stuck\u003C/h3>\u003Cp data-start=\"9332\" data-end=\"9436\">The more integrations you add, the more important it becomes to define what data is acceptable to input.\u003C/p>\u003Cp data-start=\"9438\" data-end=\"9475\">In EC, sensitive areas often include:\u003C/p>\u003Cul data-start=\"9477\" data-end=\"9701\">\u003Cli data-start=\"9477\" data-end=\"9526\">\u003Cp data-start=\"9479\" data-end=\"9526\">customer information (PII, inquiry histories)\u003C/p>\u003C/li>\u003Cli data-start=\"9527\" data-end=\"9558\">\u003Cp data-start=\"9529\" data-end=\"9558\">unpublished promotion plans\u003C/p>\u003C/li>\u003Cli data-start=\"9559\" data-end=\"9594\">\u003Cp data-start=\"9561\" data-end=\"9594\">cost/COGS and procurement terms\u003C/p>\u003C/li>\u003Cli data-start=\"9595\" data-end=\"9701\">\u003Cp data-start=\"9597\" data-end=\"9701\">internal operational details that must not leave the company (allocation rules, stock shortage handling)\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"9703\" data-end=\"9862\">A common sticking point is “uploading the entire CSV.” It’s convenient, but it can quickly trigger heavier discussions around audits, permissions, and masking.\u003C/p>\u003Cp data-start=\"9864\" data-end=\"9998\">A realistic start is to use aggregated granularity and data ranges that are less risky to expose—then expand once governance is clear.\u003C/p>\u003Chr data-start=\"10000\" data-end=\"10003\">\u003Ch2 data-start=\"10005\" data-end=\"10015\">Summary\u003C/h2>\u003Cp data-start=\"10017\" data-end=\"10067\">The key points of the Claude Cowork expansion are:\u003C/p>\u003Cul data-start=\"10069\" data-end=\"10184\">\u003Cli data-start=\"10069\" data-end=\"10124\">\u003Cp data-start=\"10071\" data-end=\"10124\">connecting more directly to everyday business tools\u003C/p>\u003C/li>\u003Cli data-start=\"10125\" data-end=\"10184\">\u003Cp data-start=\"10127\" data-end=\"10184\">aiming toward cross-app workflows like Excel → PowerPoint\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"10186\" data-end=\"10249\">In EC operations, three areas are especially likely to benefit:\u003C/p>\u003Col data-start=\"10251\" data-end=\"10491\">\u003Cli data-start=\"10251\" data-end=\"10326\">\u003Cp data-start=\"10254\" data-end=\"10326\">weekly ad reporting into a single executive slide (Excel → PowerPoint)\u003C/p>\u003C/li>\u003Cli data-start=\"10327\" data-end=\"10419\">\u003Cp data-start=\"10330\" data-end=\"10419\">consolidating inventory/promo/price-change assumptions into one page (faster alignment)\u003C/p>\u003C/li>\u003Cli data-start=\"10420\" data-end=\"10491\">\u003Cp data-start=\"10423\" data-end=\"10491\">preparing WordPress updates (draft + checklist to prevent omissions)\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"10493\" data-end=\"10688\">Rather than pushing for full automation from day one, it’s generally safer to begin with \u003Cstrong data-start=\"10582\" data-end=\"10600\">draft + review\u003C/strong>—and start with just one slide. That’s often the easiest place to make progress quickly.\u003C/p>\u003Ch2 data-start=\"0\" data-end=\"23\">References\u003C/h2>\u003Cul data-start=\"25\" data-end=\"790\" data-is-last-node=\"\" data-is-only-node=\"\">\u003Cli data-start=\"25\" data-end=\"175\">\u003Cp data-start=\"27\" data-end=\"175\">\u003Cstrong data-start=\"27\" data-end=\"40\">Official:\u003C/strong> \u003Cem data-start=\"41\" data-end=\"93\" data-is-only-node=\"\">\u003Ci>Cowork and plugins for teams across the enterprise\u003C/i>\u003C/em> / Claude (Anthropic) / \u003Ca class=\"decorated-link\" href=\"https://claude.com/blog/cowork-plugins-across-enterprise\" data-start=\"117\" data-end=\"173\" rel=\"noopener\" target=\"_new\">https://claude.com/blog/cowork-plugins-across-enterprise\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"177\" data-end=\"298\">\u003Cp data-start=\"179\" data-end=\"298\">\u003Cstrong data-start=\"179\" data-end=\"192\">Official:\u003C/strong> \u003Cem data-start=\"193\" data-end=\"239\" data-is-only-node=\"\">\u003Ci>Cowork: Claude Code power for knowledge work\u003C/i>\u003C/em> / Claude (Anthropic) / \u003Ca class=\"decorated-link\" href=\"https://claude.com/product/cowork\" data-start=\"263\" data-end=\"296\" rel=\"noopener\" target=\"_new\">https://claude.com/product/cowork\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"300\" data-end=\"403\">\u003Cp data-start=\"302\" data-end=\"403\">\u003Cstrong data-start=\"302\" data-end=\"315\">Official:\u003C/strong> \u003Cem data-start=\"316\" data-end=\"338\" data-is-only-node=\"\">\u003Ci>Claude in PowerPoint\u003C/i>\u003C/em> / Claude (Anthropic) / \u003Ca class=\"decorated-link\" href=\"https://claude.com/claude-in-powerpoint\" data-start=\"362\" data-end=\"401\" rel=\"noopener\" target=\"_new\">https://claude.com/claude-in-powerpoint\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"405\" data-end=\"582\">\u003Cp data-start=\"407\" data-end=\"582\">\u003Cstrong data-start=\"407\" data-end=\"420\">Official:\u003C/strong> \u003Cem data-start=\"421\" data-end=\"472\" data-is-only-node=\"\">\u003Ci>Best Practices for Claude in Excel and PowerPoint\u003C/i>\u003C/em> / Anthropic Webinars / \u003Ca class=\"decorated-link\" href=\"https://www.anthropic.com/webinars/best-practices-for-claude-in-excel-and-powerpoint\" data-start=\"496\" data-end=\"580\" rel=\"noopener\" target=\"_new\">https://www.anthropic.com/webinars/best-practices-for-claude-in-excel-and-powerpoint\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"584\" data-end=\"790\" data-is-last-node=\"\">\u003Cp data-start=\"586\" data-end=\"790\" data-is-last-node=\"\">\u003Cstrong data-start=\"586\" data-end=\"608\">Expert commentary:\u003C/strong> \u003Cem data-start=\"609\" data-end=\"685\" data-is-only-node=\"\">\u003Ci>Anthropic’s Claude Cowork is plugging AI into more boring enterprise stuff\u003C/i>\u003C/em> / The Verge / \u003Ca class=\"decorated-link\" href=\"https://www.theverge.com/ai-artificial-intelligence/883707/anthropic-claude-cowork-updates\" data-start=\"700\" data-end=\"790\" data-is-last-node=\"\" rel=\"noopener\" target=\"_new\">https://www.theverge.com/ai-artificial-intelligence/883707/anthropic-claude-cowork-updates\u003C/a>\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"10690\" data-end=\"11013\" data-is-last-node=\"\" data-is-only-node=\"\">\u003Cem data-start=\"10690\" data-end=\"11013\" data-is-last-node=\"\">\u003Ci>Note: Parts of this article were created with support from ChatGPT and then revised and expanded by the author. The content reflects the author’s personal views and does not represent an official statement or position of GDX Co., Ltd. This is for reference only; please confirm official announcements and primary sources.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":123,"ymd":124,"contents_type":7,"subject":125,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":126,"update_ymdhi":127,"topics_group_id":12,"slug":128,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":129,"thumbs":130,"wysiwyg":131},148,"2026-02-27","Gemini 3.1 Pro Speeds Up “Read-Through Alignment”: Practical Use Cases for EC Operations","2026-02-27T15:13:51+09:00","2026-02-27T15:15:47+09:00","21-20260227",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1772172287/files/user/ページ：ニュース/15-20210310 (8).jpg","\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\" id=\"docs-internal-guid-82eac621-7fff-0c15-55d0-238628044169\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Introduction\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">I’m Mia Sato, and I’m in charge of AI research at GDX Co., Ltd.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Google has released \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>“Gemini 3.1 Pro”\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> as a \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>preview\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">. The key points are stronger \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>reasoning\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> (the ability to think through problems and solve them in an organized way) and a business-oriented design built around \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>long context\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> (up to \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>1M tokens\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">). Inputs are supported not only in text, but also \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>images, audio, and video\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What you’ll learn in this article:\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">What has changed in Gemini 3.1 Pro (fact-based)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Points to check before adoption, such as pricing and availability\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Decision criteria for “use / be cautious” in EC operations (with a stronger focus on SVG, screen generation, and site content creation)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Why GDX\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">At GDX, we often hear concerns such as:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“We produced the ad report, but in the meeting we end up starting again from the background.”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“Requests to fix LPs and product pages are scattered across screenshots and chat, so the discussion doesn’t align.”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“Inventory, promotion, and pricing-change information is fragmented, slowing decisions.”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Even when the materials and logs exist, you still need additional time to re-align assumptions by doing another “read-through.” This time is hard to see as an outcome, but the workload steadily accumulates.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In this article, from the perspective of shortening these complex read-through efforts, we整理/organize where Gemini 3.1 Pro’s \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>enhanced reasoning\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">, \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>long context\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">, and \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>screen understanding / first-draft generation for SVG and HTML\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> can help in EC operations.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What changed in Gemini 3.1 Pro?\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cstrong>The higher-tier model in the Gemini 3 series updated to “3.1”\u003C/strong>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Gemini 3.1 Pro is provided as the next version in the Gemini 3 series and is introduced as a higher-end model for complex tasks.\u003Cbr>The model card states:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Inputs: text / image / audio / video\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Context: up to 1M tokens\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Output: up to 64K tokens\u003Cbr>It also explicitly says that it is \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>based on Gemini 3 Pro\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">.\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\"> \u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cstrong>Where can you use it?\u003C/strong>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">According to the official announcement, it can be used via \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Gemini API\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">, \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Vertex AI\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">, the \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Gemini app\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">, \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>NotebookLM\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">, and more.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cstrong>Caution: Benchmarks require careful interpretation\u003C/strong>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The model card lists many benchmarks, but comparisons depend on assumptions (measurement conditions, harness differences, etc.). Treat the numbers as reference points and validate with real data to be safe.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What’s different from before?\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">To give the conclusion first: this is an upgrade less about “new kinds of things it can do,” and more about “being able to complete the same work more consistently and reliably.”\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">For example, the published scores for reasoning evaluations (ARC-AGI-2) and more agent-like coding evaluations (Terminal-Bench 2.0) are higher than Gemini 3 Pro.\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Gemini 3.1 Pro – Model Card (deepmind.google)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Also, Vertex AI’s description highlights:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“More efficient thinking”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“Improved quality for SWE / agentic tasks”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“Expanded thinking_level options (adding MEDIUM)”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Gemini 3.1 Pro | Generative AI on Vertex AI | Google Cloud Documentation (docs.cloud.google.com)\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Three points to confirm before adoption\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>① Cost: Which tasks make it worth it?\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Gemini 3.1 Pro is high performance, but token costs apply. The key isn’t whether it’s “expensive or cheap,” but \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>choosing the right tasks\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">If you can compress work that typically takes \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>30–60 minutes\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> each time, it’s easier to get a strong ROI (e.g., summarizing key points for recurring reports, cross-document summaries, shortening read-through time before meetings).\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">On the other hand, costs can balloon if you:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">feed the entire chat history every time, or\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">use it continuously as an always-on “brainstorming partner.”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Ci>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Note: Pricing tiers change “at the 200,000-token threshold,” and outputs include \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>thinking tokens\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">.\u003C/span>\u003C/i>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">▶ \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Decision criterion:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> Back-calculate from the number of minutes of work time you can eliminate.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>② Preview: How far to validate before production use?\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A preview may involve spec changes and output variability. Rather than jumping directly into production automation, it’s recommended to start with use cases where humans keep the final decision—such as read-through support, draft generation, and pre-decision structuring.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">▶ \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Decision criterion:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> Start with tasks where mistakes won’t be fatal.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>③ Data handling: Common sticking points in EC operations\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">EC operations often include sensitive information (sales, customers, inventory/cost, etc.). Adoption can stall unless you define what data can be input. Be especially careful about dumping entire CSVs or accidental sensitive data captured in screenshots.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">▶ \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Decision criterion:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> Are data categories (OK/NG) clearly documented.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>GDX’s perspective: Where Gemini 3.1 Pro fits in EC operations\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In EC operations, time tends to disappear into the flow of:\u003Cbr> \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>“collect materials → read-through alignment → shape it into a form stakeholders can understand.”\u003Cbr>\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Gemini 3.1 Pro is well-suited to shortening the “shaping/formatting” phase.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In particular, it can handle multiple formats together and quickly generate a first draft, such as:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Screens (screenshots)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Documents (policies/terms, product master data)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Code (HTML/CSS)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Diagrams (SVG)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">In this article, we organize concrete examples of how these help EC operations:\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Quickly creating an LP first draft (visuals + copy)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Creating revision instructions and checklists from screenshots\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Mass-producing small diagrams (SVG)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Ci>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Note: SVG is a format where diagrams and icons are created as “text data.” It’s lightweight and doesn’t degrade easily when enlarged, making it suitable for producing lots of badges and small diagrams.\u003C/span>\u003C/i>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">The key point is not “letting AI publish things,” but generating in one go:\u003Cbr> \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>first drafts / review templates / instruction templates\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">.\u003C/span>\u003C/span>\u003C/p>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Use case 1: Shorten campaign LP work with an “HTML + SVG first draft” (reduce build→review→revise loops)\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Common bottleneck:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> Requirements exist but there’s no initial shape → misalignment among design/dev/ops causes rework.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What to do with 3.1 Pro (example)\u003Cbr>\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Inputs:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> planning memo, distribution conditions, caution notes (legal copy), brand guidelines, reference page screenshots\u003Cbr> \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Outputs:\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">LP section structure (hero/FV, key message, FAQ, cautions)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A working HTML/CSS draft (assuming responsive)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Badges/icons/simple diagrams generated as SVG (replaceable later)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">A “review checklist” (legal, inventory, shipping, returns, tracking tags)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">▶ You can also find shared examples of trying the flow from generating LP code (HTML/CSS/JS) with Gemini through to publishing.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>How this helps EC ops\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Faster first draft → faster stakeholder reviews\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">SVG is lightweight and scalable → easier to mass-produce badges/small diagrams (final design review still needed)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Ops can lock review points early → fewer rework loops\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Use case 2: Create a “revision instruction sheet (with checklist)” using product/checkout screenshots\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Common bottleneck:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> Revision requests become vague (“something feels off”), causing long back-and-forth.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What to do with 3.1 Pro (example)\u003Cbr>\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Inputs:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> screenshots of product page/cart/checkout, key product master points, relevant policy sections\u003Cbr> \u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Outputs:\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">List missing wording, inconsistent notation, missing cautions on the screen\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Short, structured “what to fix where/how” instructions (ticket-ready)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Also propose meta description and FAQ ideas (humans must do final SEO review)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">▶ As a workflow that handles screen information, there are shared examples like: “send a screen-recording video and generate a screenshot-based manual,” which is useful for turning screen understanding into procedures.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>How this helps EC ops\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">“Visual feedback” becomes clear text-based revision instructions\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Faster omission checks from legal/CS perspectives (final human confirmation required)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Higher-quality tickets → less back-and-forth with dev/production\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Use case 3: Use SVG to create reusable “mini diagrams” for delivery/returns/size and repurpose across help/product pages\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Common bottleneck:\u003C/strong>\u003C/span>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\"> Text alone doesn’t get read. You want diagrams, but don’t have time to create them.\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>What to do with 3.1 Pro (example)\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Generate simple SVG diagrams for “return flow,” “how to measure size,” “delivery schedule,” etc.\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Format them so they can be pasted into the CMS as-is (with alt text and caution notes)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">▶ There are also shared examples of steps for creating SVG diagrams from text using Gemini.\u003Cbr>(Example link shown in the original: “How to create SVG diagrams instantly with Gemini 3.1…”)\u003C/span>\u003C/span>\u003C/p>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>How this helps EC ops\u003C/strong>\u003C/span>\u003C/span>\u003C/p>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Increase clarity while keeping production effort low\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Easy to reuse across FAQ/help/in-box flyers, etc.\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Prioritize themes that reduce CS inquiries first\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Summary\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Gemini 3.1 Pro is a preview version based on Gemini 3 Pro, improved to increase the quality and efficiency of reasoning and agent-like tasks.\u003C/span>\u003C/span>\u003C/p>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>If you explain it to your boss, these are the key points\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">This is not about “automating production”\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">It’s an initiative to shorten the time-consuming “first draft creation and structuring” phase in EC operations\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Start in low-risk areas first\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Final approval, publishing, and legal checks must always be done by humans\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Easy starting points (examples)\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">LP/banner first drafts (humans decide whether to publish)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Revision instruction sheets for product pages/checkout screens\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Mini diagrams for returns/shipping (help content)\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Expected effects (examples)\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Shorter time to the first LP draft\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Fewer back-and-forth cycles with production/development\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">More precise revision instructions\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Fewer CS inquiries through diagram usage\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch3 style=\"line-height:1.38;margin-bottom:4pt;margin-top:14pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:13pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>Practical approach\u003C/strong>\u003C/span>\u003C/span>\u003C/h3>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Start small with one theme / one campaign\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Metrics: time to first draft, number of back-and-forth iterations\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Expand step by step based on results\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003C/ul>\u003Ch2 style=\"line-height:1.38;margin-bottom:4pt;margin-top:18pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:17pt;font-style:normal;font-variant:normal;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cstrong>References (Sources)\u003C/strong>\u003C/span>\u003C/span>\u003C/h2>\u003Cul style=\"margin-bottom:0;margin-top:0;padding-inline-start:48px;\">\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://blog.google/innovation-and-ai/models-and-research/gemini-models/gemini-3-1-pro/?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Official: Gemini 3.1 Pro announcement (Google Blog)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://deepmind.google/models/model-cards/gemini-3-1-pro/\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Official: Gemini 3.1 Pro Model Card (DeepMind)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://docs.cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/3-pro\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Official: Gemini 3 / 3.1 Pro (Vertex AI documentation)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003Ca href=\"https://ai.google.dev/gemini-api/docs/pricing\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://ai.google.dev/gemini-api/docs/pricing\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Official: Gemini API Pricing (incl. Free/Paid handling)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003Ca href=\"https://note.com/nata_water/n/nd16ec6c1aebd?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://note.com/nata_water/n/nd16ec6c1aebd?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Example: Screen mock → convert to HTML and iteratively improve (note)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003Ca href=\"https://note.com/noujoujin/n/ne4e27320b469?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://note.com/noujoujin/n/ne4e27320b469?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Example: Create and publish an LP (HTML/CSS/JS) with Gemini (note)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://036blog.com/illustration-creation-is-how-to-create-svg-in-an-instant-with-gemini-3-0/?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Example: Creating SVG diagrams from text with Gemini (blog)\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://qiita.com/suo-takefumi/items/6b17ce617d9aedf97590?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Example: Using AI to generate calculation scripts for SVG (arrows) (Qiita)\u003Cbr>\u003C/span>\u003C/span>\u003C/a>\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">\u003Cbr>\u003C/span>\u003C/span>\u003C/li>\u003Cli style=\"background-color:transparent;color:#000000;font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;list-style-type:disc;text-decoration:none;vertical-align:baseline;white-space:pre;\" dir=\"ltr\" aria-level=\"1\">\u003Ca href=\"https://note.com/shimada_g/n/nb1fdc7e19ac3?utm_source=chatgpt.com\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-style:normal;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Example: Auto-creating a screenshot-based manual from video (note)\u003Cbr>\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003C/ul>\u003Cp style=\"line-height:1.38;margin-bottom:12pt;margin-top:12pt;\" dir=\"ltr\">\u003Cspan style=\"background-color:transparent;color:#000000;\">\u003Ci>\u003Cspan style=\"font-family:Arial,sans-serif;font-size:11pt;font-variant:normal;font-weight:400;text-decoration:none;vertical-align:baseline;white-space:pre-wrap;\">Note: Parts of this article were created with support from ChatGPT, and then edited and expanded by the author. The content reflects the author’s personal views and does not represent official views or statements of GDX Co., Ltd. The information is provided for reference—please confirm official announcements and primary sources.\u003C/span>\u003C/i>\u003C/span>\u003C/p>\u003Cp> \u003C/p>",{"topics_id":133,"ymd":134,"contents_type":7,"subject":135,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":136,"update_ymdhi":137,"topics_group_id":12,"slug":138,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":139,"thumbs":140,"wysiwyg":141},147,"2026-02-20","OpenClaw (Part 2): How AI-to-AI Teamwork Changes Our Work","2026-02-20T15:40:38+09:00","2026-02-20T16:02:30+09:00","21-20260220",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1771569740/files/user/ページ：ニュース/15-20210310 (7).jpg","\u003Ch2 data-start=\"0\" data-end=\"17\">Introduction\u003C/h2>\u003Cp data-start=\"18\" data-end=\"60\">I’m Mia Sato, an AI researcher at GDX Inc.\u003C/p>\u003Cp data-start=\"62\" data-end=\"263\">In the previous article, I organized OpenClaw as a “local AI agent that leans more toward execution than consultation,” and introduced it as an entry point for reducing “waiting-for-instructions” work.\u003C/p>\u003Cp data-start=\"265\" data-end=\"310\">\u003Ca href=\"https://gdx.inc/news/21-20260213\">The previous article is here.\u003C/a>\u003C/p>\u003Cp data-start=\"312\" data-end=\"474\">This time, reports have emerged that OpenClaw’s author, Peter Steinberger, is joining OpenAI. The keyword is consistent: “AI assigning tasks to AI = multi-agent.”\u003Cbr>\u003Cbr>Bottom line first: from last time (Human → AI) to this time (AI → AI)\u003C/p>\u003Cp data-start=\"1273\" data-end=\"1463\">Last time was about “humans make requests and AI acts,” reducing the explanation, transcription, and drafting involved in interruption-driven work. What this news suggests is the next stage:\u003C/p>\u003Cul data-start=\"1465\" data-end=\"1688\">\u003Cli data-start=\"1465\" data-end=\"1517\">\u003Cp data-start=\"1467\" data-end=\"1517\">The number of AIs that can execute will increase\u003C/p>\u003C/li>\u003Cli data-start=\"1518\" data-end=\"1586\">\u003Cp data-start=\"1520\" data-end=\"1586\">There will be a need to coordinate and allocate work across them\u003C/p>\u003C/li>\u003Cli data-start=\"1587\" data-end=\"1688\">\u003Cp data-start=\"1589\" data-end=\"1688\">As a result, a model where AI assigns work to AI and moves things forward becomes the main approach\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"1690\" data-end=\"2009\">This is where it has the biggest impact on the front line. The possibility increases that the “orchestration” humans used to handle—task decomposition, assignment, and deciding the order of checks—can be shifted to the AI side. In other words, it points toward fewer back-and-forth cycles of checking and transcription.\u003C/p>\u003Ch2 data-start=\"2016\" data-end=\"2056\">Why GDX: why I wrote this follow-up\u003C/h2>\u003Cp data-start=\"2057\" data-end=\"2139\">As mentioned in the previous article, GDX often receives consultations like these:\u003C/p>\u003Cul data-start=\"2141\" data-end=\"2326\">\u003Cli data-start=\"2141\" data-end=\"2195\">\u003Cp data-start=\"2143\" data-end=\"2195\">Requests fly in via chat, and work stops each time\u003C/p>\u003C/li>\u003Cli data-start=\"2196\" data-end=\"2252\">\u003Cp data-start=\"2198\" data-end=\"2252\">Work ends up concentrating on “the person who knows”\u003C/p>\u003C/li>\u003Cli data-start=\"2253\" data-end=\"2326\">\u003Cp data-start=\"2255\" data-end=\"2326\">Explanation and transcription increase effort without reducing the work\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"2328\" data-end=\"2537\">In response, last time I discussed reducing stoppages by pushing “chat-initiated work closer to execution.” This time, I go into the next bottleneck—where work stops because “humans orchestrate and get stuck.”\u003C/p>\u003Cp data-start=\"2539\" data-end=\"2642\">In short, the next key battleground is not “AI that answers,” but “AI that orchestrates and delegates.”\u003C/p>\u003Ch2 data-start=\"2649\" data-end=\"2726\">What changes: AI shifts from “answers” to “orchestration and delegation”\u003C/h2>\u003Cp data-start=\"2727\" data-end=\"2819\">If you line up OpenAI’s moves over the past 1–2 weeks, the direction becomes easier to read.\u003C/p>\u003Ch3 data-start=\"2821\" data-end=\"2897\">1) Frontier: an agent foundation that can be “operated” in enterprises\u003C/h3>\u003Cp data-start=\"2898\" data-end=\"3055\">Rather than focusing only on model intelligence, the idea is to align shared context, onboarding, permissions, and governance so the organization can run it.\u003C/p>\u003Ch3 data-start=\"3057\" data-end=\"3139\">2) The Codex app: a “command center” for running multiple agents in parallel\u003C/h3>\u003Cp data-start=\"3140\" data-end=\"3299\">A UI for progressing long tasks in parallel. The concept of running work by splitting it into threads (projects) is exactly built on the premise of delegation.\u003C/p>\u003Ch3 data-start=\"3301\" data-end=\"3372\">3) Hiring news: going after the “builders” of multi-agent systems\u003C/h3>\u003Cp data-start=\"3373\" data-end=\"3614\">Mr. Steinberger is someone who has rapidly shaped experiments in OpenClaw where “AIs interact with each other while operating.” If the hiring is true, it is natural as a direction in which OpenAI aims to center “AIs that move by delegating.”\u003C/p>\u003Ch2 data-start=\"3745\" data-end=\"3837\">Caution: the more convenient it gets, the more permissions and security become critical\u003C/h2>\u003Cp data-start=\"3838\" data-end=\"4016\">The more multi-agent advances, the first thing that gets stuck on the front line is “permissions.” The broader the range of what AI can touch, the broader the range of incidents.\u003C/p>\u003Cp data-start=\"4018\" data-end=\"4217\">Around OpenClaw, there have also been pointed risks that malicious items could be mixed into extensions (skills). The increase in attack surface in exchange for convenience is a very realistic point.\u003C/p>\u003Cp data-start=\"4219\" data-end=\"4266\">A hard-to-miss order for rollout is as follows:\u003C/p>\u003Cul data-start=\"4268\" data-end=\"4487\">\u003Cli data-start=\"4268\" data-end=\"4314\">\u003Cp data-start=\"4270\" data-end=\"4314\">First: “read, summarize, check” (low risk)\u003C/p>\u003C/li>\u003Cli data-start=\"4315\" data-end=\"4381\">\u003Cp data-start=\"4317\" data-end=\"4381\">Next: “ticketing, notifications, draft creation” (medium risk)\u003C/p>\u003C/li>\u003Cli data-start=\"4382\" data-end=\"4487\">\u003Cp data-start=\"4384\" data-end=\"4487\">Finally: “production changes, customer contact, operations involving payments or inventory” (high risk)\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"4489\" data-end=\"4576\">Honestly, skipping this leads to rework. Before “can do,” “can run safely” comes first.\u003C/p>\u003Ch2 data-start=\"4583\" data-end=\"4661\">GDX perspective as a series: how last time’s assumption expands this time\u003C/h2>\u003Cp data-start=\"4662\" data-end=\"4774\">From here, I organize how the previous “Human → AI” evolves into the current “AI → AI,” by operational scenario.\u003Cbr> \u003C/p>\u003Cfigure class=\"image\">\u003Cimg style=\"aspect-ratio:1556/700;\" src=\"https://gdx-corp-sitekey.g.kuroco-img.app/v=1771570122/files/user/topics_img/7/2/Screenshot%202026-02-20%20at%2015.48.28.png\" width=\"1556\" height=\"700\">\u003C/figure>\u003Ch2 data-start=\"4797\" data-end=\"4883\">Use case 1: first-pass handling for inbox/request intake (reducing interruptions)\u003C/h2>\u003Ch3 data-start=\"4885\" data-end=\"4913\">Last time (Human → AI)\u003C/h3>\u003Cul data-start=\"4914\" data-end=\"5042\">\u003Cli data-start=\"4914\" data-end=\"4933\">\u003Cp data-start=\"4916\" data-end=\"4933\">Triage requests\u003C/p>\u003C/li>\u003Cli data-start=\"4934\" data-end=\"4971\">\u003Cp data-start=\"4936\" data-end=\"4971\">Create summaries and reply drafts\u003C/p>\u003C/li>\u003Cli data-start=\"4972\" data-end=\"5042\">\u003Cp data-start=\"4974\" data-end=\"5042\">Speed up initial response and reduce “explanation and transcription”\u003C/p>\u003C/li>\u003C/ul>\u003Ch3 data-start=\"5044\" data-end=\"5069\">This time (AI → AI)\u003C/h3>\u003Cul data-start=\"5070\" data-end=\"5497\">\u003Cli data-start=\"5070\" data-end=\"5096\">\u003Cp data-start=\"5072\" data-end=\"5096\">A triage AI classifies\u003C/p>\u003C/li>\u003Cli data-start=\"5097\" data-end=\"5412\">\u003Cp data-start=\"5099\" data-end=\"5153\">Delegates tasks to other agents depending on content\u003C/p>\u003Cul data-start=\"5156\" data-end=\"5412\">\u003Cli data-start=\"5156\" data-end=\"5247\">\u003Cp data-start=\"5158\" data-end=\"5247\">Billing → finance workflow owner (through ticket creation and required info collection)\u003C/p>\u003C/li>\u003Cli data-start=\"5250\" data-end=\"5328\">\u003Cp data-start=\"5252\" data-end=\"5328\">Product → listing/update workflow owner (to diff checks and policy checks)\u003C/p>\u003C/li>\u003Cli data-start=\"5331\" data-end=\"5412\">\u003Cp data-start=\"5333\" data-end=\"5412\">Progress/status checks → daily monitoring owner (to monitoring and reporting)\u003C/p>\u003C/li>\u003C/ul>\u003C/li>\u003Cli data-start=\"5413\" data-end=\"5497\">\u003Cp data-start=\"5415\" data-end=\"5497\">Rather than ending at a “draft,” the request itself is routed through the workflow\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"5499\" data-end=\"5566\">\u003Cstrong data-start=\"5499\" data-end=\"5516\">Change point:\u003C/strong> from “reduce explanation” to “route the request.”\u003C/p>\u003Cp data-start=\"5568\" data-end=\"5592\">\u003Cstrong data-start=\"5568\" data-end=\"5590\">Decision criteria:\u003C/strong>\u003C/p>\u003Cul data-start=\"5593\" data-end=\"5754\">\u003Cli data-start=\"5593\" data-end=\"5647\">\u003Cp data-start=\"5595\" data-end=\"5647\">If there are many standardized inquiries, “use it”\u003C/p>\u003C/li>\u003Cli data-start=\"5648\" data-end=\"5754\">\u003Cp data-start=\"5650\" data-end=\"5754\">If there are many complaints, legal, or contracts, “be cautious” (define boundaries and approvals first)\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"5756\" data-end=\"5759\">\u003Ch2 data-start=\"5761\" data-end=\"5819\">Use case 2: daily monitoring (pick up only anomalies)\u003C/h2>\u003Ch3 data-start=\"5821\" data-end=\"5849\">Last time (Human → AI)\u003C/h3>\u003Cul data-start=\"5850\" data-end=\"6017\">\u003Cli data-start=\"5850\" data-end=\"5933\">\u003Cp data-start=\"5852\" data-end=\"5933\">Check ad spend, CV, ROAS, stockouts, etc. every morning → notify only anomalies\u003C/p>\u003C/li>\u003Cli data-start=\"5934\" data-end=\"6017\">\u003Cp data-start=\"5936\" data-end=\"6017\">Run the “same check every morning” continuously, and call humans only when needed\u003C/p>\u003C/li>\u003C/ul>\u003Ch3 data-start=\"6019\" data-end=\"6044\">This time (AI → AI)\u003C/h3>\u003Cul data-start=\"6045\" data-end=\"6299\">\u003Cli data-start=\"6045\" data-end=\"6082\">\u003Cp data-start=\"6047\" data-end=\"6082\">A monitoring AI detects anomalies\u003C/p>\u003C/li>\u003Cli data-start=\"6083\" data-end=\"6174\">\u003Cp data-start=\"6085\" data-end=\"6174\">A hypothesis AI tries to hit “common causes” (channel, product, inventory, measurement)\u003C/p>\u003C/li>\u003Cli data-start=\"6175\" data-end=\"6228\">\u003Cp data-start=\"6177\" data-end=\"6228\">A next-action AI creates candidate “things to do”\u003C/p>\u003C/li>\u003Cli data-start=\"6229\" data-end=\"6299\">\u003Cp data-start=\"6231\" data-end=\"6299\">A ticketing AI turns it into a ticket (with human approval inserted)\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"6301\" data-end=\"6400\">\u003Cstrong data-start=\"6301\" data-end=\"6318\">Change point:\u003C/strong> from “prevent missed issues” to “automate the orchestration of anomaly response.”\u003C/p>\u003Cp data-start=\"6402\" data-end=\"6426\">\u003Cstrong data-start=\"6402\" data-end=\"6424\">Decision criteria:\u003C/strong>\u003C/p>\u003Cul data-start=\"6427\" data-end=\"6572\">\u003Cli data-start=\"6427\" data-end=\"6473\">\u003Cp data-start=\"6429\" data-end=\"6473\">If thresholds are already agreed, “use it”\u003C/p>\u003C/li>\u003Cli data-start=\"6474\" data-end=\"6572\">\u003Cp data-start=\"6476\" data-end=\"6572\">If thresholds vary each time, “align rules first” (agreement is needed before handing off to AI)\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"6574\" data-end=\"6577\">\u003Ch2 data-start=\"6579\" data-end=\"6661\">Use case 3: pre-processing for product registration/updates (reducing rework)\u003C/h2>\u003Ch3 data-start=\"6663\" data-end=\"6691\">Last time (Human → AI)\u003C/h3>\u003Cul data-start=\"6692\" data-end=\"6869\">\u003Cli data-start=\"6692\" data-end=\"6765\">\u003Cp data-start=\"6694\" data-end=\"6765\">CSV formatting, diff extraction, required-field checks, policy checks\u003C/p>\u003C/li>\u003Cli data-start=\"6766\" data-end=\"6869\">\u003Cp data-start=\"6768\" data-end=\"6869\">Because file processing can be done locally, it is easier to drop into a standardized inspection flow\u003C/p>\u003C/li>\u003C/ul>\u003Ch3 data-start=\"6871\" data-end=\"6896\">This time (AI → AI)\u003C/h3>\u003Cul data-start=\"6897\" data-end=\"7138\">\u003Cli data-start=\"6897\" data-end=\"7003\">\u003Cp data-start=\"6899\" data-end=\"7003\">Work is split among: diff detection AI → required-field check AI → policy check AI → fix suggestion AI\u003C/p>\u003C/li>\u003Cli data-start=\"7004\" data-end=\"7042\">\u003Cp data-start=\"7006\" data-end=\"7042\">Escalate only exceptions to humans\u003C/p>\u003C/li>\u003Cli data-start=\"7043\" data-end=\"7138\">\u003Cp data-start=\"7045\" data-end=\"7138\">For applying changes, proceed step-by-step: “human approval → start with low-risk operations”\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"7140\" data-end=\"7234\">\u003Cstrong data-start=\"7140\" data-end=\"7157\">Change point:\u003C/strong> from “help with inspection” to “break down the update process and route it.”\u003C/p>\u003Cp data-start=\"7236\" data-end=\"7260\">\u003Cstrong data-start=\"7236\" data-end=\"7258\">Decision criteria:\u003C/strong>\u003C/p>\u003Cul data-start=\"7261\" data-end=\"7400\">\u003Cli data-start=\"7261\" data-end=\"7298\">\u003Cp data-start=\"7263\" data-end=\"7298\">If the format is stable, “use it”\u003C/p>\u003C/li>\u003Cli data-start=\"7299\" data-end=\"7400\">\u003Cp data-start=\"7301\" data-end=\"7400\">If the source data is unstable, “improve quality first” (if it’s all exceptions, AI will get stuck)\u003C/p>\u003C/li>\u003C/ul>\u003Ch2 data-start=\"7407\" data-end=\"7419\">Summary\u003C/h2>\u003Cp data-start=\"7420\" data-end=\"7739\">Last time, I organized OpenClaw as a “local execution-type agent that moves from chat,” as an entry point for reducing “explanation and transcription” in interruption-driven work. What this news suggests is the next step—a world where AI assigns work to AI, divides it up, and moves forward with orchestration included.\u003C/p>\u003Cp data-start=\"7741\" data-end=\"7935\">\u003Cstrong data-start=\"7741\" data-end=\"7762\">Next step to try:\u003C/strong>\u003Cbr>Start with one “read-only auto report” or “checklist.” Don’t grant execution permissions; expanding step-by-step while watching outcomes and risks is the safest approach.\u003C/p>\u003Ch2 data-start=\"7942\" data-end=\"7967\">References (Sources)\u003C/h2>\u003Cul data-start=\"7968\" data-end=\"8626\">\u003Cli data-start=\"7968\" data-end=\"8075\">\u003Cp data-start=\"7970\" data-end=\"8075\">Introducing OpenAI Frontier / OpenAI / \u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-openai-frontier/\" data-start=\"8020\" data-end=\"8073\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-openai-frontier/\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"8076\" data-end=\"8191\">\u003Cp data-start=\"8078\" data-end=\"8191\">OpenAI Frontier | Enterprise platform for AI agents / OpenAI / \u003Ca class=\"decorated-link\" href=\"https://openai.com/business/frontier/\" data-start=\"8152\" data-end=\"8189\" rel=\"noopener\" target=\"_new\">https://openai.com/business/frontier/\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"8192\" data-end=\"8295\">\u003Cp data-start=\"8194\" data-end=\"8295\">Introducing the Codex app / OpenAI / \u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-the-codex-app/\" data-start=\"8242\" data-end=\"8293\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-the-codex-app/\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"8296\" data-end=\"8493\">\u003Cp data-start=\"8298\" data-end=\"8493\"> OpenClaw founder Peter Steinberger is joining OpenAI / The Verge / \u003Ca class=\"decorated-link\" href=\"https://www.theverge.com/ai-artificial-intelligence/879623/openclaw-founder-peter-steinberger-joins-openai\" data-start=\"8385\" data-end=\"8491\" rel=\"noopener\" target=\"_new\">https://www.theverge.com/ai-artificial-intelligence/879623/openclaw-founder-peter-steinberger-joins-openai\u003C/a>\u003C/p>\u003C/li>\u003Cli data-start=\"8494\" data-end=\"8626\">\u003Cp data-start=\"8496\" data-end=\"8626\">OpenClaw AIで「指示待ち作業」を減らす：チャットから動くローカルAIエージェントの使いどころ / Mia Sato (GDX) / note / \u003Ca class=\"decorated-link\" href=\"https://note.com/gdx_ai/n/n3193e5f1aa77\" data-start=\"8585\" data-end=\"8624\" rel=\"noopener\" target=\"_new\">https://note.com/gdx_ai/n/n3193e5f1aa77\u003C/a>\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"8729\" data-end=\"9054\">\u003Cem data-start=\"8729\" data-end=\"9054\">\u003Ci>Note: Parts of this text were drafted with assistance from ChatGPT and then edited and expanded by the author. The content reflects the author’s personal views and does not represent an official statement or position of GDX Inc. This information is for reference; please refer to official announcements and primary sources.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":143,"ymd":144,"contents_type":7,"subject":145,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":146,"update_ymdhi":147,"topics_group_id":12,"slug":148,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":149,"thumbs":150,"wysiwyg":151},144,"2026-02-13","From Chat to Action: How OpenClaw AI Helps Reduce “Waiting-for-Next-Step” Tasks","2026-02-13T15:45:21+09:00","2026-02-13T17:07:47+09:00","21-20260213",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1770965252/files/user/ページ：ニュース/15-20230327 (8).jpg","\u003Ch2 data-start=\"0\" data-end=\"15\">\u003Cspan class=\"text-big\">\u003Cstrong>Introduction\u003C/strong>\u003C/span>\u003C/h2>\u003Cp data-start=\"17\" data-end=\"222\">I’m Mia Sato, an AI researcher at GDX Inc.\u003Cbr>In this article, I’ll summarize \u003Cstrong data-start=\"111\" data-end=\"126\">OpenClaw AI\u003C/strong>, a local AI agent you can instruct via chat that’s designed to push work “closer to execution.”\u003C/p>\u003Cp data-start=\"224\" data-end=\"505\">The point is simple.\u003Cbr>In the real world, teams often get stuck less on the work itself and more on the back-and-forth of:\u003Cbr>“Wait, how do we do this again?” / “Who knows this?”\u003Cbr>And there are constant interruptions. In the end, time disappears into explanations and copy-pasting.\u003C/p>\u003Cp data-start=\"507\" data-end=\"729\">OpenClaw is a mechanism aimed at making those “everyday interruption tasks” easier to run starting from chat.\u003Cbr>It leans more toward execution than discussion, and when it fits, work becomes noticeably lighter.\u003C/p>\u003Cp data-start=\"731\" data-end=\"765\">What you’ll learn in this article:\u003C/p>\u003Cul data-start=\"767\" data-end=\"983\">\u003Cli data-start=\"767\" data-end=\"826\">\u003Cp data-start=\"769\" data-end=\"826\">What OpenClaw AI can do, and the assumptions it runs on\u003C/p>\u003C/li>\u003Cli data-start=\"827\" data-end=\"920\">\u003Cp data-start=\"829\" data-end=\"920\">Which types of work it tends to be effective for (criteria for “use it” vs “be cautious”)\u003C/p>\u003C/li>\u003Cli data-start=\"921\" data-end=\"983\">\u003Cp data-start=\"923\" data-end=\"983\">Key points to check before adoption (permissions & security)\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"985\" data-end=\"1326\">\u003Cstrong>Why GDX:\u003C/strong>\u003Cbr>At GDX, we often hear concerns like: “Requests fly in via chat and I keep stopping what I’m doing,” or “Work ends up concentrated on the people who ‘know.’”\u003Cbr>Honestly, this area increases workload while making outcome hard to see. So I’ll summarize it from the viewpoint of whether it can actually be operated sustainably.\u003C/p>\u003Chr data-start=\"509\" data-end=\"512\">\u003Cp data-start=\"514\" data-end=\"577\">\u003Cspan class=\"text-big\">\u003Cstrong>OpenClaw AI overview: What has been announced / made available?\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"579\" data-end=\"812\">OpenClaw is a setup for running a personal AI assistant (agent) on your own PC or server.\u003Cbr>The documentation explains that you run your own “Gateway” that connects channels such as WhatsApp/Telegram/Discord/iMessage to the AI agent.\u003C/p>\u003Cp data-start=\"814\" data-end=\"828\">\u003Cstrong>What it can do\u003C/strong>\u003C/p>\u003Cp data-start=\"830\" data-end=\"1118\">On the official site, examples include doing “real tasks” such as inbox organization, sending emails, managing calendars, and checking in for flights.\u003Cbr>On GitHub as well, it explicitly states the direction of “running on your own device and responding via the channels you normally use.”\u003C/p>\u003Cp data-start=\"1120\" data-end=\"1132\">\u003Cstrong>What changes\u003C/strong>\u003C/p>\u003Cp data-start=\"1134\" data-end=\"1387\">Typical chat AI generally stops at “suggestions,” and humans do the execution.\u003Cbr>OpenClaw assumes it runs resident on your PC and includes execution in the loop, so it tends to work best for repetitive tasks (i.e., work where steps can be standardized).\u003C/p>\u003Cp data-start=\"1389\" data-end=\"1396\">\u003Cstrong>Caveats\u003C/strong>\u003C/p>\u003Cp data-start=\"1398\" data-end=\"1724\">On the other hand, execution-type agents have strong permissions.\u003Cbr>In fact, security risks around extensions (skills) have been covered in the news, and you need to draw the line early on “what to install” and “how much permission to grant.” Rather than rushing in, it’s faster to first establish a “safe way to try” pattern.\u003C/p>\u003Chr data-start=\"1726\" data-end=\"1729\">\u003Cp data-start=\"1731\" data-end=\"1793\">\u003Cspan class=\"text-big\">\u003Cstrong>Understanding the mechanism: Get a rough picture of deployment\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"1795\" data-end=\"1913\">In short, OpenClaw acts as a bridge:\u003Cbr>“Chat app ↔ Gateway ↔ AI model/API ↔ your PC operations / integrated services.”\u003C/p>\u003Cul data-start=\"1915\" data-end=\"2187\">\u003Cli data-start=\"1915\" data-end=\"1993\">\u003Cp data-start=\"1917\" data-end=\"1993\">Give instructions by chat: send requests from the channels you already use\u003C/p>\u003C/li>\u003Cli data-start=\"1994\" data-end=\"2067\">\u003Cp data-start=\"1996\" data-end=\"2067\">Execute locally: file operations and automation run on the local side\u003C/p>\u003C/li>\u003Cli data-start=\"2068\" data-end=\"2187\">\u003Cp data-start=\"2070\" data-end=\"2187\">You can choose the model: which AI model you use depends on your configuration/operations (＝ impacts cost and policy)\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"2189\" data-end=\"2404\">If you adopt it just because it “seems useful,” this is typically where operations get stuck.\u003Cbr>Unless you decide “who,” “with what data,” and “how far it’s allowed to go,” convenience will be outweighed by anxiety.\u003C/p>\u003Chr data-start=\"2406\" data-end=\"2409\">\u003Cp data-start=\"2411\" data-end=\"2482\">\u003Cspan class=\"text-big\">\u003Cstrong>Security and operational considerations: Cover these to avoid incidents\u003C/strong>\u003C/span>\u003C/p>\u003Col data-start=\"2484\" data-end=\"2520\">\u003Cli data-start=\"2484\" data-end=\"2520\">\u003Cp data-start=\"2487\" data-end=\"2520\">\u003Cstrong>How to handle Skills (extensions)\u003C/strong>\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"2522\" data-end=\"2740\">OpenClaw becomes more capable with skills, but malicious injections have been pointed out as a risk.\u003Cbr>In practice, starting with something like “skills are minimal” and “only self-built / audited skills” is realistic.\u003C/p>\u003Col data-start=\"2742\" data-end=\"2788\" start=\"2\">\u003Cli data-start=\"2742\" data-end=\"2788\">\u003Cp data-start=\"2745\" data-end=\"2788\">\u003Cstrong>The value and responsibility of “always-on”\u003C/strong>\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"2790\" data-end=\"3092\">Always-on and able to act is the value. At the same time, risks increase: mis-operations, mis-sends, and permission overreach.\u003Cbr>Especially in EC/digital operations, there are many “irreversible actions” (delivery, inventory, pricing), so the baseline is: don’t grant production permissions right away.\u003C/p>\u003Col data-start=\"3094\" data-end=\"3142\" start=\"3\">\u003Cli data-start=\"3094\" data-end=\"3142\">\u003Cp data-start=\"3097\" data-end=\"3142\">\u003Cstrong>How experts / media frame it (a helpful lens)\u003C/strong>\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"3144\" data-end=\"3475\">Some explainers talk about the shift toward “humans taking orders from bots” as execution agents move to the front.\u003Cbr>Meanwhile, The Verge strongly criticizes the safety of extensions. (The Verge)\u003Cbr>That spread is the debate itself, and the practical answer tends to be: “start small, then expand only within a controllable range.”\u003C/p>\u003Chr data-start=\"3477\" data-end=\"3480\">\u003Cp data-start=\"3482\" data-end=\"3554\">\u003Cspan class=\"text-big\">\u003Cstrong>From a GDX perspective: Where can this AI news be applied in daily work?\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"3556\" data-end=\"3688\">First, the boundary.\u003Cbr>OpenClaw is most effective for “tasks that are almost always the same, yet get interrupted by chat requests.”\u003C/p>\u003Cp data-start=\"3690\" data-end=\"3718\">\u003Cstrong>Work that fits (easy to use)\u003C/strong>\u003C/p>\u003Cul data-start=\"3720\" data-end=\"3919\">\u003Cli data-start=\"3720\" data-end=\"3772\">\u003Cp data-start=\"3722\" data-end=\"3772\">Steps are mostly fixed (few points of ambiguity)\u003C/p>\u003C/li>\u003Cli data-start=\"3773\" data-end=\"3809\">\u003Cp data-start=\"3775\" data-end=\"3809\">There is daily/weekly repetition\u003C/p>\u003C/li>\u003Cli data-start=\"3810\" data-end=\"3877\">\u003Cp data-start=\"3812\" data-end=\"3877\">Inputs are standardized (templates, CSV, standardized requests)\u003C/p>\u003C/li>\u003Cli data-start=\"3878\" data-end=\"3919\">\u003Cp data-start=\"3880\" data-end=\"3919\">Lots of “read → summarize → transcribe”\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"3921\" data-end=\"3956\">\u003Cstrong>Work that doesn’t fit (be cautious)\u003C/strong>\u003C/p>\u003Cul data-start=\"3958\" data-end=\"4185\">\u003Cli data-start=\"3958\" data-end=\"4015\">\u003Cp data-start=\"3960\" data-end=\"4015\">Decision criteria change every time (high discretion)\u003C/p>\u003C/li>\u003Cli data-start=\"4016\" data-end=\"4063\">\u003Cp data-start=\"4018\" data-end=\"4063\">Heavy approvals / responsibility boundaries\u003C/p>\u003C/li>\u003Cli data-start=\"4064\" data-end=\"4126\">\u003Cp data-start=\"4066\" data-end=\"4126\">One mistake is costly (pricing, delivery, inventory, etc.)\u003C/p>\u003C/li>\u003Cli data-start=\"4127\" data-end=\"4185\">\u003Cp data-start=\"4129\" data-end=\"4185\">Source data quality is messy and exceptions are frequent\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"4187\" data-end=\"4366\">What really helps on the ground is whether you can fix the scope of what you let it do.\u003Cbr>If you can fix it, it’s powerful. If you can’t, it’s better to organize operations first.\u003C/p>\u003Chr data-start=\"4368\" data-end=\"4371\">\u003Cp data-start=\"4373\" data-end=\"4454\">\u003Cstrong>Use case 1: First-line triage for inbox / request channels (reduce interruptions)\u003C/strong>\u003C/p>\u003Cp data-start=\"4456\" data-end=\"4821\">Work: Sort incoming email/chat requests; create summaries and draft replies\u003Cbr>Goal: Speed up initial response and reduce “explanation + transcription”\u003Cbr>Why it works: Starting from chat makes it easier to batch and standardize routine handling\u003Cbr>Decision rule: If routine inquiries are common, “use it.” If you handle many complaints/legal/contracts, “be cautious.”\u003C/p>\u003Cp data-start=\"4823\" data-end=\"4876\">\u003Cstrong>Use case 2: Daily monitoring (only surface anomalies)\u003C/strong>\u003C/p>\u003Cp data-start=\"4878\" data-end=\"5236\">Work: Check ad spend, CV, ROAS, out-of-stock, etc. every morning → notify only anomalies\u003Cbr>Goal: Prevent misses and reduce checking time\u003Cbr>Why it works: Run “the same check every morning” as an always-on process, and involve humans only when needed\u003Cbr>Decision rule: If thresholds are agreed, “use it.” If thresholds fluctuate each time, “define rules first.”\u003C/p>\u003Cp data-start=\"5238\" data-end=\"5313\">\u003Cstrong>Use case 3: Pre-processing for product registration/updates (reduce rework)\u003C/strong>\u003C/p>\u003Cp data-start=\"5315\" data-end=\"5649\">Work: CSV shaping, diff extraction, required-field checks, prohibited-term checks\u003Cbr>Goal: Reduce registration mistakes and rework\u003Cbr>Why it works: With local file processing, it’s easier to codify into a standardized validation flow\u003Cbr>Decision rule: If formats are stable, “use it.” If source data is unstable, “improve quality first.”\u003C/p>\u003Chr data-start=\"5651\" data-end=\"5654\">\u003Cp data-start=\"5656\" data-end=\"5687\">\u003Cstrong>Start here first (5–15 minutes)\u003C/strong>\u003C/p>\u003Cp data-start=\"5689\" data-end=\"5788\">The trick is not handing over “execution” from day one.\u003Cbr>Start with just one “read-only” workflow.\u003C/p>\u003Cp data-start=\"5790\" data-end=\"6031\">Example: Return yesterday’s ad spend, CV, ROAS, and out-of-stock status to chat in a fixed format.\u003Cbr>For one week, keep it “no execution” and retain logs; from week two, allow only “low-risk actions.”\u003Cbr>In practice, this order is the safest.\u003C/p>\u003Chr data-start=\"6033\" data-end=\"6036\">\u003Cp data-start=\"6038\" data-end=\"6045\">\u003Cspan class=\"text-big\">\u003Cstrong>Summary\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"6047\" data-end=\"6487\">OpenClaw AI can be understood as an execution-capable assistant that you can instruct from your usual chat channels and that runs locally.\u003Cbr>It tends to work well for areas like email, daily checks, and data shaping—domains where steps can be standardized but interruptions are frequent.\u003Cbr>On the other hand, risks around extensions (skills) have been pointed out, so permission design and “starting with a minimal setup” are prerequisites.\u003C/p>\u003Cp data-start=\"6489\" data-end=\"6668\">Next step to try: start with one “read-only automated report.”\u003Cbr>Don’t grant execution permissions; expand gradually while monitoring results and risk—this is the safest approach.\u003C/p>\u003Chr data-start=\"6670\" data-end=\"6673\">\u003Cp data-start=\"6675\" data-end=\"6695\">\u003Cspan class=\"text-big\">\u003Cstrong>References\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"6697\" data-end=\"6792\">Reference (Official): OpenClaw — Personal AI Assistant／OpenClaw／\u003Ca class=\"decorated-link\" href=\"https://openclaw.ai/\" data-start=\"6761\" data-end=\"6781\" rel=\"noopener\" target=\"_new\">https://openclaw.ai/\u003C/a>\u003C/p>\u003Cp data-start=\"6794\" data-end=\"6892\">Reference (Official): OpenClaw Documentation／docs.openclaw.ai／\u003Ca class=\"decorated-link\" href=\"https://docs.openclaw.ai/\" data-start=\"6856\" data-end=\"6881\" rel=\"noopener\" target=\"_new\">https://docs.openclaw.ai/\u003C/a>\u003C/p>\u003Cp data-start=\"6894\" data-end=\"6994\">Reference (Official): openclaw/openclaw（GitHub）／GitHub／\u003Ca class=\"decorated-link\" href=\"https://github.com/openclaw/openclaw\" data-start=\"6949\" data-end=\"6985\" rel=\"noopener\" target=\"_new\">https://github.com/openclaw/openclaw\u003C/a>\u003C/p>\u003Cp data-start=\"6996\" data-end=\"7234\">Reference (Explainer/Expert): OpenClaw: The AI agent that’s got humans taking orders from bots／Computerworld／\u003Ca class=\"decorated-link\" href=\"https://www.computerworld.com/article/4128257/openclaw-the-ai-agent-thats-got-humans-taking-orders-from-bots.html\" data-start=\"7105\" data-end=\"7218\" rel=\"noopener\" target=\"_new\">https://www.computerworld.com/article/4128257/openclaw-the-ai-agent-thats-got-humans-taking-orders-from-bots.html\u003C/a>\u003C/p>\u003Cp data-start=\"7236\" data-end=\"7438\">Reference (Explainer/Expert): OpenClaw's AI 'skill' extensions are a security nightmare／The Verge／\u003Ca class=\"decorated-link\" href=\"https://www.theverge.com/news/874011/openclaw-ai-skill-clawhub-extensions-security-nightmare\" data-start=\"7334\" data-end=\"7426\" rel=\"noopener\" target=\"_new\">https://www.theverge.com/news/874011/openclaw-ai-skill-clawhub-extensions-security-nightmare\u003C/a>\u003C/p>\u003Cp data-start=\"7532\" data-end=\"7863\">※ Parts of this article were created with the assistance of ChatGPT, and the author has added and revised the content. The content reflects the author’s personal views and does not represent GDX Inc.’s official views or statements. The information is provided for reference; please check official announcements and primary sources.\u003C/p>",{"topics_id":153,"ymd":154,"contents_type":7,"subject":155,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":156,"update_ymdhi":157,"topics_group_id":12,"slug":158,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":159,"thumbs":160,"wysiwyg":161},143,"2026-02-06","BananaNL: Turn Your Go-To Style Prompt into a One-Click Button for NotebookLM Slides","2026-02-06T15:45:35+09:00","2026-02-06T15:49:09+09:00","21-20260206",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1770360802/files/user/ページ：ニュース/15-20210310 (2).jpg","\u003Ch3 data-start=\"137\" data-end=\"155\">Introduction\u003C/h3>\u003Cp data-start=\"156\" data-end=\"411\">I’m Mia Sato (Mia Sato), and I’m in charge of AI research at GDX Co., Ltd.\u003Cbr>In this post, I’ll summarize the Chrome extension \u003Cstrong data-start=\"283\" data-end=\"298\">“BananaNL,”\u003C/strong> which makes it easier to operationalize \u003Cstrong data-start=\"339\" data-end=\"368\">design/style instructions\u003C/strong> when creating materials in \u003Cstrong data-start=\"396\" data-end=\"410\">NotebookLM\u003C/strong>.\u003C/p>\u003Cp data-start=\"413\" data-end=\"651\">The point is simple: when you try to specify style properly in NotebookLM, prompts tend to get long. And then you end up stuck in the loop of:\u003Cbr>“Where was that prompt I used last time?” → copy-paste → small tweaks… over and over again.\u003C/p>\u003Cp data-start=\"653\" data-end=\"753\">\u003Cstrong data-start=\"653\" data-end=\"665\">BananaNL\u003C/strong> is a tool that helps you manage that “usual work” as templates so it’s easier to reuse.\u003C/p>\u003Cp data-start=\"755\" data-end=\"791\">What you’ll learn in this article:\u003C/p>\u003Cul data-start=\"792\" data-end=\"958\">\u003Cli data-start=\"792\" data-end=\"834\">\u003Cp data-start=\"794\" data-end=\"834\">What BananaNL can do and how to use it\u003C/p>\u003C/li>\u003Cli data-start=\"835\" data-end=\"885\">\u003Cp data-start=\"837\" data-end=\"885\">How it fits with NotebookLM’s slide generation\u003C/p>\u003C/li>\u003Cli data-start=\"886\" data-end=\"958\">\u003Cp data-start=\"888\" data-end=\"958\">Criteria to decide “use it / be cautious” in EC & digital operations\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"960\" data-end=\"1292\">\u003Cstrong data-start=\"960\" data-end=\"972\">Why GDX:\u003C/strong>\u003Cbr>At GDX, we often hear concerns like “we can generate slides, but the visual style changes every time,” or “we lose time on final formatting.”\u003Cbr>Honestly, this is the kind of work where results are hard to see—yet the hours keep piling up. So I’ll summarize this from the perspective of whether it can \u003Cstrong data-start=\"1268\" data-end=\"1291\">run as an operation\u003C/strong>.\u003C/p>\u003Chr data-start=\"1958\" data-end=\"1961\">\u003Ch2 data-start=\"1963\" data-end=\"2017\">BananaNL Overview: what it can do and how to use it\u003C/h2>\u003Ch3 data-start=\"2019\" data-end=\"2115\">BananaNL is an extension that manages NotebookLM styles (prompts) and applies them quickly\u003C/h3>\u003Cp data-start=\"2116\" data-end=\"2319\">BananaNL is a Chrome extension that helps you efficiently \u003Cstrong data-start=\"2174\" data-end=\"2219\">manage and apply NotebookLM design styles\u003C/strong>, and works with Banana X’s prompt pattern collection to support generating infographics and slides.\u003C/p>\u003Cul data-start=\"2321\" data-end=\"2387\">\u003Cli data-start=\"2321\" data-end=\"2387\">\u003Cp data-start=\"2323\" data-end=\"2387\">BananaNL – Chrome Web Store: \u003Ccode data-start=\"2352\" data-end=\"2387\">https://chromewebstore.google.com\u003C/code>\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"2389\" data-end=\"2412\">Key features include:\u003C/p>\u003Cul data-start=\"2413\" data-end=\"2511\">\u003Cli data-start=\"2413\" data-end=\"2451\">\u003Cp data-start=\"2415\" data-end=\"2451\">One-click application of templates\u003C/p>\u003C/li>\u003Cli data-start=\"2452\" data-end=\"2479\">\u003Cp data-start=\"2454\" data-end=\"2479\">Preview in a side panel\u003C/p>\u003C/li>\u003Cli data-start=\"2480\" data-end=\"2511\">\u003Cp data-start=\"2482\" data-end=\"2511\">Saving and recalling styles\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"2513\" data-end=\"2742\">From a practitioner’s point of view, the value is this one thing:\u003Cbr>\u003Cstrong data-start=\"2581\" data-end=\"2641\">It reduces “pasting long style instructions every time.”\u003C/strong>\u003Cbr>That “oh right, I do this every time…” work becomes something you can actually \u003Cstrong data-start=\"2723\" data-end=\"2741\">operationalize\u003C/strong>.\u003C/p>\u003Chr data-start=\"2744\" data-end=\"2747\">\u003Ch3 data-start=\"2749\" data-end=\"2827\">NotebookLM also lets you add “style instructions” when generating slides\u003C/h3>\u003Cp data-start=\"2828\" data-end=\"2967\">NotebookLM’s official help explains that you can convert sources into presentation slides, view them in NotebookLM, or share them as a PDF.\u003C/p>\u003Cp data-start=\"2969\" data-end=\"3145\">Before generating, in addition to format/language/length, you can also enter instructions such as audience and style in the field like “Describe the slides you want to create.”\u003C/p>\u003Cp data-start=\"3147\" data-end=\"3277\">In other words, NotebookLM is designed to \u003Cstrong data-start=\"3189\" data-end=\"3229\">accept style via prompt instructions\u003C/strong>, so BananaNL’s template management fits nicely.\u003C/p>\u003Cul data-start=\"3279\" data-end=\"3374\">\u003Cli data-start=\"3279\" data-end=\"3374\">\u003Cp data-start=\"3281\" data-end=\"3374\">Banana X Prompt Pattern Collection – NotebookLM Utilization Guide: \u003Ccode data-start=\"3348\" data-end=\"3374\">https://furoku.github.io\u003C/code>\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"3376\" data-end=\"3379\">\u003Ch3 data-start=\"3381\" data-end=\"3451\">Workflow image: the shortest steps to get “one template” running\u003C/h3>\u003Cp data-start=\"3452\" data-end=\"3537\">Since the UI may change with updates, here’s a sequence that’s hard to get lost with:\u003C/p>\u003Col data-start=\"3539\" data-end=\"3868\">\u003Cli data-start=\"3539\" data-end=\"3594\">\u003Cp data-start=\"3542\" data-end=\"3594\">Install BananaNL in Chrome (install the extension)\u003C/p>\u003C/li>\u003Cli data-start=\"3595\" data-end=\"3651\">\u003Cp data-start=\"3598\" data-end=\"3651\">Open NotebookLM (go to the slide generation screen)\u003C/p>\u003C/li>\u003Cli data-start=\"3652\" data-end=\"3718\">\u003Cp data-start=\"3655\" data-end=\"3718\">Choose a style from BananaNL’s panel/button (load a template)\u003C/p>\u003C/li>\u003Cli data-start=\"3719\" data-end=\"3801\">\u003Cp data-start=\"3722\" data-end=\"3801\">Preview it, and if it fits, insert it (replace long copy-pasted instructions)\u003C/p>\u003C/li>\u003Cli data-start=\"3802\" data-end=\"3868\">\u003Cp data-start=\"3805\" data-end=\"3868\">Generate in NotebookLM → share as PDF (your usual sharing flow)\u003C/p>\u003C/li>\u003C/ol>\u003Cp data-start=\"3870\" data-end=\"4035\">\u003Cstrong data-start=\"3870\" data-end=\"3921\">Tip: Don’t start by creating lots of templates.\u003C/strong>\u003Cbr>First, create just one that you’ll definitely reuse—like a “weekly report”—and run with it. That’s the easiest.\u003C/p>\u003Cul data-start=\"4037\" data-end=\"4231\">\u003Cli data-start=\"4037\" data-end=\"4231\">\u003Cp data-start=\"4039\" data-end=\"4231\">“NotebookLM infographics change dramatically! How to easily create pro-level diagrams with templates”: \u003Ccode data-start=\"4142\" data-end=\"4231\">https://library.libecity.com/articles/01KEKPAMD315ZX6M313FVARYV0?utm_source=chatgpt.com\u003C/code>\u003C/p>\u003C/li>\u003C/ul>\u003Chr data-start=\"4233\" data-end=\"4236\">\u003Ch2 data-start=\"4238\" data-end=\"4280\">Cautions: what to check before adopting\u003C/h2>\u003Ch3 data-start=\"4282\" data-end=\"4317\">Permissions and data handling\u003C/h3>\u003Cp data-start=\"4318\" data-end=\"4529\">According to the privacy policy, it states that it does not collect/store/share personal data on servers, and saved prompts are stored locally in the browser. It also mentions that Host Permissions are required.\u003C/p>\u003Cp data-start=\"4531\" data-end=\"4603\">→ If your company has internal rules, it’s safer to decide in advance:\u003C/p>\u003Cul data-start=\"4604\" data-end=\"4729\">\u003Cli data-start=\"4604\" data-end=\"4636\">\u003Cp data-start=\"4606\" data-end=\"4636\">What permissions are granted\u003C/p>\u003C/li>\u003Cli data-start=\"4637\" data-end=\"4729\">\u003Cp data-start=\"4639\" data-end=\"4729\">Whether you will operate with a rule like “don’t put sensitive business info into prompts”\u003C/p>\u003C/li>\u003C/ul>\u003Ch3 data-start=\"4731\" data-end=\"4755\">Output assumptions\u003C/h3>\u003Cp data-start=\"4756\" data-end=\"4925\">NotebookLM slides are typically shared as \u003Cstrong data-start=\"4798\" data-end=\"4805\">PDF\u003C/strong>. If you plan to fine-tune later in \u003Cstrong data-start=\"4841\" data-end=\"4848\">PPT\u003C/strong>, it’s best to plan ahead for conversion and re-editing steps from the start.\u003C/p>\u003Chr data-start=\"4927\" data-end=\"4930\">\u003Ch2 data-start=\"4932\" data-end=\"4995\">From GDX’s perspective: where BananaNL can be used in work\u003C/h2>\u003Cp data-start=\"4996\" data-end=\"5189\">In EC operations, a surprising amount of time goes into creating and formatting materials.\u003Cbr>With BananaNL, the key is whether you can carve out tasks that are \u003Cstrong data-start=\"5156\" data-end=\"5189\">“almost the same every time.”\u003C/strong>\u003C/p>\u003Ch3 data-start=\"5191\" data-end=\"5249\">Use case 1: weekly reports (sales / inventory / ads)\u003C/h3>\u003Cp data-start=\"5250\" data-end=\"5704\">\u003Cstrong data-start=\"5250\" data-end=\"5259\">Work:\u003C/strong> summarize weekly numbers and format them into executive-facing slides.\u003Cbr>\u003Cstrong data-start=\"5333\" data-end=\"5350\">How it helps:\u003C/strong> since the structure is mostly fixed, if you define the style once, you can keep using the same “mold.” You don’t need to format from scratch every week, and you can focus more on updating the content.\u003Cbr>\u003Cstrong data-start=\"5554\" data-end=\"5566\">Caution:\u003C/strong> it works best when KPI structure is fixed. If design requests differ by approver, over-fixing templates may still leave adjustment costs.\u003C/p>\u003Ch3 data-start=\"5706\" data-end=\"5780\">Use case 2: promotion & CRM sharing (diagrams / key-point summaries)\u003C/h3>\u003Cp data-start=\"5781\" data-end=\"6210\">\u003Cstrong data-start=\"5781\" data-end=\"5790\">Work:\u003C/strong> share campaign designs and CRM initiatives briefly with stakeholders.\u003Cbr>\u003Cstrong data-start=\"5863\" data-end=\"5880\">How it helps:\u003C/strong> explanations with consistent formats—funnels, timelines, etc.—fit well. Diagram style instructions become long in text, so being able to recall them as templates reduces hesitation.\u003Cbr>\u003Cstrong data-start=\"6065\" data-end=\"6074\">Note:\u003C/strong> if each initiative requires redesigning the information structure itself, it may be faster to have humans solidify the structure first.\u003C/p>\u003Ch3 data-start=\"6212\" data-end=\"6271\">Use case 3: CS / operations sharing (notes / changes)\u003C/h3>\u003Cp data-start=\"6272\" data-end=\"6749\">\u003Cstrong data-start=\"6272\" data-end=\"6281\">Work:\u003C/strong> share inquiry trends and operational rule changes internally.\u003Cbr>\u003Cstrong data-start=\"6346\" data-end=\"6363\">How it helps:\u003C/strong> if you template “how to present cautions,” you can move quickly to PDF sharing. In situations with continuous small changes, keeping presentation consistent helps reduce misalignment.\u003Cbr>\u003Cstrong data-start=\"6550\" data-end=\"6562\">Caution:\u003C/strong> if logs include personal information, you must handle them carefully. If anonymization is possible, it can work—but it’s safer to define that operational boundary on the operations side.\u003C/p>\u003Chr data-start=\"6751\" data-end=\"6754\">\u003Ch2 data-start=\"6756\" data-end=\"6777\">Start here first\u003C/h2>\u003Cp data-start=\"6778\" data-end=\"6940\">You don’t need to template everything from the beginning.\u003Cbr>The most realistic approach is to pick \u003Cstrong data-start=\"6877\" data-end=\"6889\">just one\u003C/strong> item: \u003Cstrong data-start=\"6896\" data-end=\"6939\">the document you create most frequently\u003C/strong>.\u003C/p>\u003Cp data-start=\"6942\" data-end=\"7102\">For weekly reports, simply turning your style instructions into something you can call from BananaNL makes it easy to generate the next one along the same flow.\u003C/p>\u003Chr data-start=\"7104\" data-end=\"7107\">\u003Ch2 data-start=\"7109\" data-end=\"7121\">Summary\u003C/h2>\u003Cp data-start=\"7122\" data-end=\"7384\">BananaNL is an extension that lets you manage \u003Cstrong data-start=\"7168\" data-end=\"7195\">long style instructions\u003C/strong> as templates and insert them with preview, when generating materials in NotebookLM. Since NotebookLM itself accepts style instructions during slide generation, the operational fit is good.\u003C/p>\u003Cp data-start=\"7386\" data-end=\"7530\">On the other hand, you should confirm extension permissions and how you handle what information goes into prompts, together with internal rules.\u003C/p>\u003Cp data-start=\"7532\" data-end=\"7650\">\u003Cstrong data-start=\"7532\" data-end=\"7553\">Next step to try:\u003C/strong> start with one template—begin with a format you will definitely repeat, such as a weekly report.\u003C/p>\u003Chr data-start=\"7652\" data-end=\"7655\">\u003Ch2 data-start=\"7657\" data-end=\"7682\">References (Sources)\u003C/h2>\u003Cul data-start=\"7683\" data-end=\"7954\">\u003Cli data-start=\"7683\" data-end=\"7725\">\u003Cp data-start=\"7685\" data-end=\"7725\">(Official) BananaNL / Chrome Web Store\u003C/p>\u003C/li>\u003Cli data-start=\"7726\" data-end=\"7797\">\u003Cp data-start=\"7728\" data-end=\"7797\">(Official) Generate slide materials in NotebookLM / NotebookLM Help\u003C/p>\u003C/li>\u003Cli data-start=\"7798\" data-end=\"7853\">\u003Cp data-start=\"7800\" data-end=\"7853\">(Official) Privacy Policy (BananaNL-related) / note\u003C/p>\u003C/li>\u003Cli data-start=\"7854\" data-end=\"7954\">\u003Cp data-start=\"7856\" data-end=\"7954\">(Expert) \u003Ccode data-start=\"7865\" data-end=\"7954\">https://library.libecity.com/articles/01KEKPAMD315ZX6M313FVARYV0?utm_source=chatgpt.com\u003C/code>\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"7956\" data-end=\"8026\">For more information about GDX Co., Ltd., please see the link below:\u003C/p>\u003Cul data-start=\"8027\" data-end=\"8064\">\u003Cli data-start=\"8027\" data-end=\"8064\">\u003Cp data-start=\"8029\" data-end=\"8064\">Company website: \u003Ccode data-start=\"8046\" data-end=\"8064\">https://gdx.inc/\u003C/code>\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"8066\" data-end=\"8394\" data-is-last-node=\"\" data-is-only-node=\"\">\u003Cem data-start=\"8066\" data-end=\"8394\" data-is-last-node=\"\">\u003Ci>Note: Parts of this article were created with the assistance of ChatGPT and then edited and expanded by the author. This content represents the author’s personal views and does not indicate GDX Co., Ltd.’s official views or statements. The information is for reference; please check official announcements and primary sources.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":163,"ymd":164,"contents_type":7,"subject":165,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":166,"update_ymdhi":167,"topics_group_id":12,"slug":168,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":169,"thumbs":170,"wysiwyg":171},142,"2026-01-30","Claude’s “Cowork” Research Preview: A Step Beyond Chat Toward Real Task Execution","2026-02-04T10:50:18+09:00","2026-02-04T11:04:16+09:00","21-20260130",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1770886540/files/user/ページ：ニュース/15-20210310 (3).jpg","\u003Cp data-start=\"0\" data-end=\"426\">I’m Mia Sato (佐藤ミア), in charge of AI research. While getting deeply involved in EC operations (products, inventory, customer support, etc.), I work day to day thinking, “We could move this forward faster with AI, right?”—and I also drive through implementation. In this Note, I won’t just repost the latest AI news as-is; I’ll write with a focus on how AI can actually impact the business and how to use it to drive execution.\u003C/p>\u003Cp data-start=\"428\" data-end=\"835\">“Cowork,” announced by Anthropic (Claude) in January 2026, is a research preview that allows Claude to perform “file operations within a specified folder,” enabling more autonomous work such as creating and organizing materials. In this article, I’ll summarize what Cowork can do, how it differs from conventional chat, and what to watch out for when trying it in real operations—based primarily on primary sources.\u003Cbr>\u003Cstrong>\u003Cbr>\u003C/strong>\u003Cspan class=\"text-big\">\u003Cstrong>Introduction\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"859\" data-end=\"1250\">Over the past year, “AI agents” have suddenly felt much closer to everyday work. From an on-the-ground perspective, though, it’s honest to say that “it seems useful” and “it feels risky” can hit at the same time. Cowork sits right on that boundary. It’s easiest to understand as a shift from “conversation-centered AI” to “AI that actually produces deliverables (files) and hands them back.”\u003Cbr>\u003Cbr>\u003Cspan class=\"text-big\">\u003Cstrong>What is Cowork?\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"1277\" data-end=\"1573\">According to Claude’s blog, Cowork is positioned as an initiative to “bring Claude Code beyond developers,” and it is provided as a research preview in the macOS Claude app. Users can grant Claude access to a folder of their choice, and within that scope Claude can read, write, and create files.\u003C/p>\u003Cp data-start=\"1575\" data-end=\"1836\">The major difference from conventional chat-based AI is that Cowork proceeds in a flow of “plan a multi-step task → execute → share progress along the way.” For example, it’s designed for use cases where the output remains as files on your machine, such as:\u003C/p>\u003Cul data-start=\"1837\" data-end=\"1985\">\u003Cli data-start=\"1837\" data-end=\"1883\">\u003Cp data-start=\"1839\" data-end=\"1883\">“Organize the Downloads folder by file type”\u003C/p>\u003C/li>\u003Cli data-start=\"1884\" data-end=\"1945\">\u003Cp data-start=\"1886\" data-end=\"1945\">“Create an expense spreadsheet from a batch of screenshots”\u003C/p>\u003C/li>\u003Cli data-start=\"1946\" data-end=\"1985\">\u003Cp data-start=\"1948\" data-end=\"1985\">“Draft a report from scattered notes”\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"1987\" data-end=\"2291\">In a hands-on review article, tech writer Satoshi Hinuma (Impress Watch) describes the experience as “being able to delegate tasks to AI” and “file organization finishes instantly,” and cites concrete use cases such as file organization, checking emails, and creating documents (including data analysis).\u003Cbr>\u003Cbr>Additionally, Cowork’s Help Center explains that Cowork uses the same agentic (autonomous execution) architecture as Claude Code. It can break down complex tasks into subtasks and, when needed, process them in parallel.\u003Cbr>\u003Cstrong>\u003Cbr>\u003C/strong>\u003Cspan class=\"text-big\">\u003Cstrong>Availability and prerequisites\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"2709\" data-end=\"2892\">Claude’s official blog states that Cowork was introduced as a research preview on January 12, 2026, with later updates noting a gradual expansion to Pro and Team/Enterprise plans.\u003C/p>\u003Cp data-start=\"2894\" data-end=\"3074\">The official site also states that Cowork is available only via the macOS Claude Desktop app and only on paid plans (Pro/Max/Team/Enterprise) (not available on web/mobile).\u003C/p>\u003Ch2 data-start=\"3127\" data-end=\"3179\">Safety and operations: what you should know first\u003C/h2>\u003Cp data-start=\"3181\" data-end=\"3281\">Cowork is powerful, but once it can “touch files,” the operational considerations become very clear.\u003C/p>\u003Cul data-start=\"3283\" data-end=\"3867\">\u003Cli data-start=\"3283\" data-end=\"3410\">\u003Cp data-start=\"3285\" data-end=\"3410\">The accessible scope is limited to \u003Cstrong data-start=\"3320\" data-end=\"3367\">t\u003C/strong>he folders/connectors selected by the user (Claude cannot see anything outside that).\u003C/p>\u003C/li>\u003Cli data-start=\"3411\" data-end=\"3541\">\u003Cp data-start=\"3413\" data-end=\"3541\">However, depending on instructions, destructive actions such as deletion can occur, so vague instructions should be avoided.\u003C/p>\u003C/li>\u003Cli data-start=\"3542\" data-end=\"3686\">\u003Cp data-start=\"3544\" data-end=\"3686\">There is a risk of prompt injection, where external content can induce unintended actions—this remains an ongoing industry-wide challenge.\u003C/p>\u003C/li>\u003Cli data-start=\"3687\" data-end=\"3867\">\u003Cp data-start=\"3689\" data-end=\"3867\">The Help Center notes cautions specific to research previews, including that Cowork activity may not appear in audit logs, and that it should not be used for regulated workloads.\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"3869\" data-end=\"4225\">What matters here is that “safety measures” are not “constraints.” Professor Yutaka Matsuo has argued (in essence) that innovation and risk mitigation are not a trade-off; as rules around privacy protection, security, transparency, and accountability become clearer, organizations can adopt AI with more confidence and social implementation progresses.\u003C/p>\u003Cp data-start=\"4227\" data-end=\"4502\">Personally, I think the most important point—before “convenience”—is to separate out a dedicated work folder. Rather than granting access to a production folder that may contain sensitive or personal information, it’s more realistic to start within a safe, limited scope.\u003Cbr>\u003Cbr>\u003Cspan class=\"text-big\">\u003Cstrong>From GDX’s perspective: where Cowork can help in EC operations\u003C/strong>\u003C/span>\u003C/p>\u003Cp data-start=\"4576\" data-end=\"4690\">In EC and digital operations, the situations where you think, “Couldn’t AI make this easier?” tend to be the same:\u003C/p>\u003Cul data-start=\"4691\" data-end=\"4823\">\u003Cli data-start=\"4691\" data-end=\"4748\">\u003Cp data-start=\"4693\" data-end=\"4748\">“We’re short-staffed, but there are tons of exceptions”\u003C/p>\u003C/li>\u003Cli data-start=\"4749\" data-end=\"4779\">\u003Cp data-start=\"4751\" data-end=\"4779\">“There are always deadlines”\u003C/p>\u003C/li>\u003Cli data-start=\"4780\" data-end=\"4823\">\u003Cp data-start=\"4782\" data-end=\"4823\">“The boring format adjustments are heavy”\u003C/p>\u003C/li>\u003C/ul>\u003Cp data-start=\"4825\" data-end=\"5002\">Cowork’s advantage is that it’s not just a chat AI—it can look at the files in a folder, create deliverables, and return them\u003Cstrong data-start=\"4883\" data-end=\"4955\">.\u003C/strong> Here are four immediately practical use cases:\u003C/p>\u003Ch3 data-start=\"5004\" data-end=\"5060\">1) Delegate the “prep work” for product registration\u003C/h3>\u003Cp data-start=\"5061\" data-end=\"5412\">When registering new products, you can drop scattered source drafts, images, and past CSVs into a folder and have Cowork automatically fix notation inconsistencies (full-width/half-width characters, units), and generate consistent product descriptions in a unified tone. The most tedious part—editing before importing into CSV—becomes much easier.\u003C/p>\u003Ch3 data-start=\"5414\" data-end=\"5468\">2) Auto-generate a “first draft” of weekly reports\u003C/h3>\u003Cp data-start=\"5469\" data-end=\"5727\">Have it create an initial report draft (headings, key points, To-Dos) from sales screenshots and notes. Instead of copy-pasting into chat every time, operations can run simply by “placing files in a folder,” freeing you to focus on analysis and improvements.\u003C/p>\u003Ch3 data-start=\"5729\" data-end=\"5784\">3) Organize knowledge for FAQs and inquiry handling\u003C/h3>\u003Cp data-start=\"5785\" data-end=\"6002\">Cowork can summarize accumulated inquiry logs, merge duplicates, and draft category structures. AI produces the “rough draft,” while humans do the final check. You can increase update frequency without sacrificing CS quality.\u003C/p>\u003Ch3 data-start=\"6004\" data-end=\"6081\">4) Get out of “formatting hell” for inventory and supply-demand materials\u003C/h3>\u003Cp data-start=\"6082\" data-end=\"6298\">Do weekly meeting slide/table updates consume time with copy-pasting and formatting? If you standardize templates and instruct Cowork “update this week’s version,” you can reduce the effort spent on repetitive tasks.\u003C/p>\u003Chr data-start=\"6300\" data-end=\"6303\">\u003Ch2 data-start=\"6305\" data-end=\"6348\">Start here: tips for a small, safe start\u003C/h2>\u003Cp data-start=\"6350\" data-end=\"6548\">Don’t use production data at the start—first create a work sandbox (dev) folder.\u003Cbr>A useful setup is to place the following together:\u003Cbr>(a) source data, (b) output destination, (c) rules (README).\u003C/p>\u003Cp data-start=\"6550\" data-end=\"6646\">If you add a simple instruction like “keep a change log,” reviewing later becomes much smoother.\u003C/p>\u003Chr data-start=\"6648\" data-end=\"6651\">\u003Ch2 data-start=\"6653\" data-end=\"6663\">Summary\u003C/h2>\u003Cp data-start=\"6665\" data-end=\"7002\">Cowork is a research preview that moves Claude from being a “consultation partner” toward being more like a “coworker who produces deliverables inside your folders.”\u003Cbr>At the same time, because it involves file operations and external references, questions of permissions, auditing, and safety come first (especially for enterprise use).\u003C/p>\u003Cp data-start=\"7004\" data-end=\"7245\">For EC operations, a realistic first step is to start small with “file-scattered work” such as product info cleanup, promotional reporting, and FAQ maintenance—while solidifying operations through folder separation and instruction templates.\u003C/p>\u003Chr data-start=\"7247\" data-end=\"7250\">\u003Ch2 data-start=\"7252\" data-end=\"7275\">References (Sources)\u003C/h2>\u003Cp data-start=\"7277\" data-end=\"8171\">Reference (Official): Cowork: Claude Code for the rest of your work / Claude Blog / \u003Ca class=\"decorated-link\" href=\"https://claude.com/blog/cowork-research-preview\" data-start=\"7361\" data-end=\"7408\" rel=\"noopener\" target=\"_new\">https://claude.com/blog/cowork-research-preview\u003C/a>\u003Cbr>Reference (Official): Getting Started with Cowork / Claude Help Center / \u003Ca class=\"decorated-link\" href=\"https://support.claude.com/en/articles/13345190-getting-started-with-cowork\" data-start=\"7484\" data-end=\"7559\" rel=\"noopener\" target=\"_new\">https://support.claude.com/en/articles/13345190-getting-started-with-cowork\u003C/a>\u003Cbr>Reference (Expert commentary): First impressions of Claude Cowork, Anthropic’s general agent / Simon Willison / \u003Ca class=\"decorated-link\" href=\"https://simonwillison.net/2026/Jan/12/claude-cowork/\" data-start=\"7674\" data-end=\"7726\" rel=\"noopener\" target=\"_new\">https://simonwillison.net/2026/Jan/12/claude-cowork/\u003C/a>\u003Cbr>Reference (Expert commentary): Anthropic wants you to use Claude to ‘Cowork’ in latest AI agent push / Hayden Field / The Verge /\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://www.theverge.com/ai-artificial-intelligence/860730/anthropic-cowork-feature-ai-agents-claude-code\" data-start=\"7861\" data-end=\"7966\" rel=\"noopener\" target=\"_new\">https://www.theverge.com/ai-artificial-intelligence/860730/anthropic-cowork-feature-ai-agents-claude-code\u003C/a>\u003Cbr>Reference (Commentary): \u003Ca class=\"decorated-link\" href=\"https://www.watch.impress.co.jp/docs/topic/2079398.html\" data-start=\"7993\" data-end=\"8048\" rel=\"noopener\" target=\"_new\">https://www.watch.impress.co.jp/docs/topic/2079398.html\u003C/a>\u003Cbr>Reference (Commentary): \u003Ca class=\"decorated-link\" href=\"https://group.softbank/ir/financials/annual_reports/2025/message/matsuo?utm_source=chatgpt.com\" data-start=\"8075\" data-end=\"8169\" rel=\"noopener\" target=\"_new\">https://group.softbank/ir/financials/annual_reports/2025/message/matsuo?utm_source=chatgpt.com\u003C/a>\u003C/p>\u003Cp data-start=\"8173\" data-end=\"8265\">For details about GDX Inc., please check the link below.\u003Cbr>Company website: \u003Ca class=\"decorated-link\" href=\"https://gdx.inc/\" data-start=\"8249\" data-end=\"8265\" rel=\"noopener\" target=\"_new\">https://gdx.inc/\u003C/a>\u003C/p>\u003Cp data-start=\"8267\" data-end=\"8613\">\u003Cem data-start=\"8267\" data-end=\"8613\">\u003Ci>Note: Parts of this article were created with the assistance of ChatGPT, with additional writing and revisions by the author. The content reflects the author’s personal views and does not represent official statements or positions of GDX Inc. This information is provided for reference; please verify official announcements and primary sources.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":173,"ymd":174,"contents_type":7,"subject":175,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":176,"update_ymdhi":176,"topics_group_id":12,"slug":177,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":178,"thumbs":179,"wysiwyg":180},141,"2026-01-20","Google Translate enhances translation with Gemini, expanding context understanding across Search and apps, and widening the beta for “Live Translate” on earbuds.","2026-02-04T10:29:40+09:00","21-20260120",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1770168714/files/user/ページ：ニュース/INFO/15-20230327 (3).jpg","\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Hello, I’m an AI Researcher at GDX Co., Ltd.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Google has announced that it will leverage Gemini to enhance the translation quality of Google Translate, delivering more natural translations across Search and apps. In addition, Google is launching an Android beta of live translation that can be heard in real time through earbuds, and expanding its language learning (practice) features. In this article, I’ll summarize the key announcements, then explain concrete use cases for GDX’s strength—EC operations—and outline important considerations for adoption.\u003C/span>\u003C/p>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>Introduction\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">As cross-border e-commerce and global marketplace operations become the norm, “translation” often turns into a bottleneck across marketing, customer support, and day-to-day operations. In particular, how to handle expressions that break under literal translation—such as idioms, slang, and localized phrasing—can pose risks ranging from brand damage to customer misunderstanding.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">This time, Google indicated a direction to strengthen both text translation and speech translation (beta) by applying Gemini’s language understanding to translation.\u003C/span>\u003C/p>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>Key takeaways from the announcement\u003C/strong>\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Gemini-powered improvements to text translation quality in Search and Google Translate (aiming for natural, context-aware translations of idioms and slang).\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Expanded Android beta for “Live translate” via earbuds (designed to preserve the speaker’s tone as much as possible).\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Improvements and wider availability of language learning (practice) features (better feedback for speaking practice, visibility into learning streaks, etc.). (blog.google)\u003C/span>\u003C/li>\u003C/ul>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>What’s changing: Three updates\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>1) Text translation: More natural translations in Search and Translate\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Google says it will provide “more natural and accurate text translations” in Search and the Google Translate app using Gemini’s capabilities. As an example, Google highlights translating English idioms in a way that reflects intent rather than a literal word-for-word rendering.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">As for rollout, Google explains that it will start in the U.S. and India, supporting English ↔ about 20 languages (e.g., Spanish, Hindi, Chinese, Japanese, German, etc.). The target surfaces include the Translate app (Android/iOS) and the web version.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Google also claims “state-of-the-art” text translation quality, citing performance on the WMT25 machine translation benchmark as one piece of evidence (Google’s claim). (blog.google+1)\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>2) Earbud live translation: Stronger real-time “listening” support\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">One of the headline items is the Google Translate app’s “Live translate” beta. On Android, users can connect earbuds and control live translation through the app, expanding the experience of hearing real-time translations through the ear. Google states it aims to preserve aspects like the speaker’s tone, emphasis, and rhythm as much as possible, making it easier to follow who said what.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">According to the announcement, availability begins with Android users in the U.S., Mexico, and India, with iOS and other regions planned to expand in 2026.\u003Cbr>The support page also clearly notes that earbud support is limited to Android users in the U.S. (US), India (IN), and Mexico (MX). (Google Help)\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">As a technical supplement, Google describes streaming speech-to-speech translation alongside updates like “Native Audio” in a separate post. It also mentions design elements such as continuous listening, two-way conversation support, noise robustness, and multilingual input. (blog.google+1)\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>3) Learning (practice) features: Improved speaking feedback and wider rollout\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Language learning (practice) features within the Translate app will also be expanded. In this announcement, Google points to improved feedback based on speaking practice and visibility into consecutive learning days (streaks). It also plans to expand availability of learning features to about 20 new countries, citing examples such as Germany, India, Sweden, and Taiwan.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">A separate post introduces a flow where users tap “practice,” set goals and level, and proceed through scenario-based conversation practice (rollout is gradual by region). (blog.google)\u003C/span>\u003C/p>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>GDX perspective: Where this AI news can be used in real work\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">AI is advancing quickly, but in business, what matters is not “how impressive the technology is,” but “where it generates tangible value in practice.” With that in mind, here’s a deeper look at how these updates could fit into real-world workflows, using EC operations—where GDX has strong expertise—as a concrete example.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">In EC operations, what matters even more than “translation accuracy” itself is which step you integrate it into to reduce rework and opportunity loss. These updates are likely to be especially impactful in the following areas.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>Customer support (CS) / contact center assistance\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Inquiries containing idioms or slang are easy to misinterpret if translated literally. Gemini-enhanced text translation is well-suited for first-pass triage—summarizing the request, gauging sentiment, and estimating urgency. In addition, Live translate (beta) could help in situations where you need to understand speech on the spot, such as overseas events, business meetings, or in-person support (though there are limitations in supported regions and OS).\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>Product description creation and localization (product pages / FAQ / return policies)\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Unnatural literal translations can undermine trust even before conversion rate becomes relevant. Context-aware translation improvements can be used first to streamline drafting and review of existing copy (final legal and quality checks are still recommended to be done by humans).\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>Ad operations and creative testing (tone adjustment across languages)\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Ad copy is short, and nuance directly affects performance. If handling of slang and localized expressions improves, it helps with early detection of unnatural phrasing when expanding English-origin copy into multiple languages—reducing wasteful experimentation and unnecessary delivery tests.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:13.5pt;\">\u003Cstrong>VOC analysis (reviews / social media / overseas marketplace feedback)\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Overseas reviews often contain metaphors or sarcasm. The more natural the translations in Search and Translate become, the easier it is to run an initial qualitative VOC categorization (pain points, requests) as a pre-step before deeper human reading.\u003C/span>\u003C/p>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>Considerations when adopting\u003C/strong>\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Gradual availability:\u003C/strong> Text translation enhancements are rolling out starting from the U.S. and India, while Live translate (earbuds) starts on Android in the U.S., Mexico, and India. Internal rollout should assume regional and device constraints.\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Beta features can be unstable:\u003C/strong> Real-time translation is affected by environmental noise and speaker behavior. Avoid using it as the sole basis for decisions in important meetings or legal documents; position it as a support tool.\u003C/span>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Cstrong>Handling personal and confidential information:\u003C/strong> If used in CS or business discussions, establishing internal policies in advance (what can be input, how logs are handled, device management) will reduce trouble later.\u003C/span>\u003C/li>\u003C/ul>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>Summary\u003C/strong>\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Google is incorporating Gemini into translation in Google Translate and Search, aiming to improve naturalness through better context understanding (including idioms and slang). It is also expanding the Android beta of Live translate that can be heard through earbuds, and strengthening language learning (practice) features.\u003C/span>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">In EC and digital operations, a realistic approach is partial adoption in steps where translation tends to stall—such as CS, localization, advertising, and VOC analysis. Starting with a small test set, measuring impact, and defining operational rules (quality checks and information governance) makes it more likely to produce results.\u003C/span>\u003C/p>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;font-size:18.0pt;\">\u003Cstrong>References (Official)\u003C/strong>\u003C/span>\u003C/p>\u003Cul style=\"list-style-type:disc;\">\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Bringing state-of-the-art Gemini translation capabilities to Google Translate / Google Blog (The Keyword)\u003Cbr>\u003C/span>\u003Ca href=\"https://blog.google/products-and-platforms/products/search/gemini-capabilities-translation-upgrades/\" target=\"_new\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://blog.google/products-and-platforms/products/search/gemini-capabilities-translation-upgrades/\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Hear live speech to speech translations with Live translate - Android / Google Translate Help\u003Cbr>\u003C/span>\u003Ca href=\"https://support.google.com/translate/answer/6142474?co=GENIE.Platform%3DAndroid&hl=en\" target=\"_new\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://support.google.com/translate/answer/6142474?co=GENIE.Platform%3DAndroid&hl=en\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">Gemini 2.5 Native Audio upgrade, plus text-to-speech model updates / Google Blog (The Keyword)\u003Cbr>\u003C/span>\u003Ca href=\"https://blog.google/products-and-platforms/products/gemini/gemini-audio-model-updates/\" target=\"_new\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://blog.google/products-and-platforms/products/gemini/gemini-audio-model-updates/\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003Cli style=\"line-height:normal;tab-stops:list 36.0pt;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">New AI-powered live translation and language learning tools in Google Translate / Google Blog (The Keyword)\u003Cbr>\u003C/span>\u003Ca href=\"https://blog.google/products-and-platforms/products/translate/language-learning-live-translate/\" target=\"_new\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://blog.google/products-and-platforms/products/translate/language-learning-live-translate/\u003C/span>\u003C/span>\u003C/a>\u003C/li>\u003C/ul>\u003Cdiv style=\"line-height:normal;margin-bottom:0cm;text-align:center;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">\u003Chr size=\"0\" width=\"100%\" align=\"center\">\u003C/span>\u003C/div>\u003Cp style=\"line-height:normal;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">For more information about GDX Co., Ltd., please refer to the link below.\u003Cbr>Company website: \u003C/span>\u003Ca href=\"https://gdx.inc/\" target=\"_new\">\u003Cspan style=\"color:blue;\">\u003Cspan style=\"font-family:"Times New Roman",serif;\">https://gdx.inc/\u003C/span>\u003C/span>\u003C/a>\u003C/p>\u003Cp style=\"line-height:normal;\">\u003Ci>\u003Cspan style=\"font-family:"Times New Roman",serif;\">Some parts of this article were created with assistance from ChatGPT and then supplemented and edited by the author. The content reflects the author’s personal views and does not represent an official view or statement of GDX Co., Ltd. This information is provided for reference purposes only; please consult official announcements and primary sources for confirmation.\u003C/span>\u003C/i>\u003C/p>",{"topics_id":182,"ymd":183,"contents_type":7,"subject":184,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":185,"update_ymdhi":185,"topics_group_id":12,"slug":186,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":187,"thumbs":188,"wysiwyg":189},140,"2026-01-05","How to Choose an Image Generation AI: ChatGPT Image 1.5 vs. NanoBanana—What’s the Difference?","2026-01-05T11:35:17+09:00","21-20260105",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1767580371/files/user/ページ：ニュース/INFO/15-20210310 (1).jpg","\u003Cp data-start=\"0\" data-end=\"57\">Hello, I’m an AI Research representative at GDX Co., Ltd.\u003C/p>\u003Ch2 data-start=\"59\" data-end=\"74\">Introduction\u003C/h2>\u003Cp data-start=\"75\" data-end=\"635\">When it comes to image-generation AI, satisfaction is determined less by “which one is the best” and more by “which one fits your use case.” In this article, we organize OpenAI’s image-generation capability (commonly referred to as “ChatGPT image 1.5”) based on information that can be verified in official documentation. We also compare it with NanoBanana—whose identity can be ambiguous if you only go by the name—focusing on functionality and safety (security/guardrails). By the end, you should find it easier to choose the tool that best suits your needs.\u003C/p>\u003Ch2 data-start=\"637\" data-end=\"718\">1. Functional comparison points: generation, editing, and multi-turn workflows\u003C/h2>\u003Cp data-start=\"719\" data-end=\"1023\">In OpenAI’s official guides, GPT Image is described as having strengths such as strong instruction-following, text rendering, detailed editing, and real-world knowledge. Both the Image API and the Responses API are designed to allow output adjustments such as quality, size, and format. (OpenAI Platform)\u003C/p>\u003Cp data-start=\"1025\" data-end=\"1432\">Gemini (Nano Banana), in its official guides, lists capabilities such as iterative refinement, high-quality text rendering, compositing with multiple images, and style transfer. The guidance emphasizes use cases where you refine results through conversation rather than relying on a single-shot generation—an approach that contrasts with OpenAI’s Responses API philosophy as well. (Google AI for Developers)\u003C/p>\u003Ch2 data-start=\"1434\" data-end=\"1525\">2. Watermarking, safety, and rights considerations (where differences can be surprising)\u003C/h2>\u003Cp data-start=\"1526\" data-end=\"2067\">OpenAI states that prompts and generated images are filtered based on its content policies, and that GPT Image provides a \u003Ccode data-start=\"1648\" data-end=\"1660\">moderation\u003C/code> parameter (\u003Ccode data-start=\"1672\" data-end=\"1678\">auto\u003C/code> / \u003Ccode data-start=\"1681\" data-end=\"1686\">low\u003C/code>) to adjust strictness. In real-world operations, it is important to decide who can generate images and at what moderation level. OpenAI also notes that using GPT Image may require API Organization Verification. For team or commercial adoption, it’s not enough that the technology “can be called”—approval and access permissions also become key evaluation points. (OpenAI Platform)\u003C/p>\u003Cp data-start=\"2069\" data-end=\"2399\">Gemini (Nano Banana) explicitly states that generated images include the SynthID watermark. In addition, its image-editing sections include cautions regarding rights to uploaded images and prohibited-use policies, which directly affects how outputs should be handled and shared internally or externally. (Google AI for Developers)\u003C/p>\u003Ch2 data-start=\"2401\" data-end=\"2526\">3. Pricing: OpenAI makes “per-image cost by quality × resolution” easy to see / Gemini presents “per-image output pricing”\u003C/h2>\u003Cp data-start=\"2527\" data-end=\"2847\">For OpenAI’s \u003Ccode data-start=\"2540\" data-end=\"2555\">gpt-image-1.5\u003C/code>, the official model page lists per-image pricing by quality level (Low/Medium/High) and resolution, in addition to token-based costs. In a comparison article, it’s helpful to clarify that even for the same “one image,” costs can vary depending on the selected quality tier. (OpenAI Platform)\u003C/p>\u003Cp data-start=\"2849\" data-end=\"3185\">On the Gemini Developer API pricing page, image output for \u003Ccode data-start=\"2908\" data-end=\"2932\">gemini-2.5-flash-image\u003C/code> is shown as a per-image equivalent, and Batch pricing further reduces the unit cost. For products that require large-scale generation or batch processing, this “batch-oriented unit pricing” can be a meaningful differentiator. (Google AI for Developers)\u003C/p>\u003Cp data-start=\"3187\" data-end=\"3474\">Gemini also states officially that the handling of generated content can differ between Free and Paid plans (e.g., whether it may be used for product improvement), meaning that data-handling requirements—not just price—can become a deciding factor (this often matters in enterprise use).\u003C/p>\u003Ch2 data-start=\"3476\" data-end=\"3489\">Conclusion\u003C/h2>\u003Cp data-start=\"3490\" data-end=\"4128\">ChatGPT image 1.5 (based on the Images API and related models that can be verified in OpenAI’s official documentation) is well-suited for teams that want to proceed with image generation and editing within clearly defined specifications and support boundaries. By contrast, NanoBanana may refer to different providers or versions depending on context, so it is important to confirm the model code, API entry point, pricing, and constraints before comparing. Ultimately, the practical way to choose is to look beyond generation quality and decide based on your usage scenario—workflow fit, cost, compliance requirements, and sharing needs.\u003C/p>\u003Cp data-start=\"4130\" data-end=\"4248\">For more information about GDX Co., Ltd., please refer to the link below:\u003Cbr>Company website: \u003Ca class=\"decorated-link\" href=\"https://gdx.inc/company\" data-start=\"4223\" data-end=\"4246\" rel=\"noopener\" target=\"_new\">https://gdx.inc/company\u003Cspan class=\"ms-0.5 inline-block align-middle leading-none\" aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"4250\" data-end=\"4444\">\u003Cem data-start=\"4250\" data-end=\"4444\">\u003Ci>Note: This article was generated by ChatGPT. The content does not represent GDX’s official views, nor does it imply responsibility on the part of the company. Thank you for your understanding.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":191,"ymd":192,"contents_type":7,"subject":193,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":194,"update_ymdhi":195,"topics_group_id":12,"slug":196,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":197,"thumbs":198,"wysiwyg":199},138,"2025-12-19","What Is ChatGPT 5.2? Interpreting the Latest Model","2025-12-19T20:48:11+09:00","2026-02-04T10:45:27+09:00","21-20251219",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1770169501/files/user/ページ：ニュース/15-20230327 (5).jpg","\u003Cp data-start=\"96\" data-end=\"143\">Hello, this is the AI Research Team at GDX Inc.\u003C/p>\u003Ch3 data-start=\"145\" data-end=\"163\">Introduction\u003C/h3>\u003Cp data-start=\"164\" data-end=\"555\">OpenAI has released an official announcement titled “Introducing GPT-5.2,” unveiling GPT-5.2 as an improved iteration within the GPT-5 model family. In this article, based on OpenAI’s official release, we organize and explain the key characteristics of GPT-5.2, its technical advancements, and the significance of using it through ChatGPT 5.2.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"510\" data-end=\"555\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Ch3 data-start=\"557\" data-end=\"596\">Background of the GPT-5.2 Release\u003C/h3>\u003Cp data-start=\"597\" data-end=\"1040\">According to OpenAI, GPT-5.2 was designed with the goal of creating an AI that is “more reliable and ready for real-world use.” It is positioned as an update that addresses challenges seen in previous models, such as consistency in reasoning and handling complex instructions, with a stronger focus on practical, day-to-day business and professional applications rather than purely research use.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"995\" data-end=\"1040\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Ch3 data-start=\"1042\" data-end=\"1092\">Enhanced Reasoning and Instruction Following\u003C/h3>\u003Cp data-start=\"1093\" data-end=\"1557\">GPT-5.2 significantly improves long-context retention and multi-step reasoning. In the official announcement, OpenAI emphasizes more stable performance when responding to prompts that include multiple conditions or require step-by-step logical processing. When used as ChatGPT 5.2, these improvements translate into higher accuracy for tasks such as requirement analysis, structured thinking, and analytical support.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"1512\" data-end=\"1557\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Ch3 data-start=\"1559\" data-end=\"1605\">Design Focused on Practical Business Use\u003C/h3>\u003Cp data-start=\"1606\" data-end=\"2041\">OpenAI explains that GPT-5.2 is designed to integrate smoothly into real operational workflows. Beyond text generation, it delivers improved reproducibility in tasks such as summarization, comparison, and information structuring. As ChatGPT 5.2, this enables more consistent results when drafting reports, preparing internal documents, or creating initial versions of business materials.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"1996\" data-end=\"2041\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Ch3 data-start=\"2043\" data-end=\"2083\">Emphasis on Safety and Reliability\u003C/h3>\u003Cp data-start=\"2084\" data-end=\"2493\">With GPT-5.2, OpenAI continues to prioritize safety evaluations and feedback-driven training. The company states that it consistently tests model behavior to reduce risks such as misinformation and inappropriate outputs. ChatGPT 5.2 inherits this safety-oriented design, providing a foundation for responsible AI use in professional and organizational settings.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"2448\" data-end=\"2493\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Ch3 data-start=\"2495\" data-end=\"2528\">Significance of ChatGPT 5.2\u003C/h3>\u003Cp data-start=\"2529\" data-end=\"2945\">ChatGPT 5.2, built on GPT-5.2, further clarifies the direction of ChatGPT as a “highly capable yet easy-to-use AI assistant.” Rather than acting as an autonomous decision-maker, it is positioned as a tool that supports human judgment, improving both efficiency and output quality. This approach significantly enhances its practical value in real business environments.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"2900\" data-end=\"2945\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Ch3 data-start=\"2947\" data-end=\"2963\">Conclusion\u003C/h3>\u003Cp data-start=\"2964\" data-end=\"3375\">From OpenAI’s official announcement, GPT-5.2—and by extension ChatGPT 5.2—represents a latest-generation AI that carefully balances reasoning capability, instruction accuracy, and safety. More important than the model name itself is understanding OpenAI’s design philosophy and applying the technology with appropriate use cases and validation processes in place.\u003Cbr>\u003Ca class=\"decorated-link\" href=\"https://openai.com/index/introducing-gpt-5-2/\" data-start=\"3330\" data-end=\"3375\" rel=\"noopener\" target=\"_new\">https://openai.com/index/introducing-gpt-5-2/\u003C/a>\u003C/p>\u003Cp data-start=\"3377\" data-end=\"3644\" data-is-last-node=\"\" data-is-only-node=\"\">For more information about GDX Inc., please visit the link below.\u003Cbr>Company website: \u003Ca class=\"decorated-link\" href=\"https://gdx.inc/company\" data-start=\"3462\" data-end=\"3485\" rel=\"noopener\" target=\"_new\">https://gdx.inc/company\u003C/a>\u003Cbr>\u003Cem data-start=\"3488\" data-end=\"3644\" data-is-last-node=\"\">\u003Ci>This article was generated by ChatGPT. The content does not represent the official views or responsibilities of GDX Inc. We appreciate your understanding.\u003C/i>\u003C/em>\u003C/p>",{"topics_id":201,"ymd":202,"contents_type":7,"subject":203,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":204,"update_ymdhi":205,"topics_group_id":12,"slug":206,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":207,"thumbs":208,"wysiwyg":209},137,"2025-12-05","What Is the “Shopping Research” Feature Added to ChatGPT? A New, Smarter Way to Shop","2025-12-05T16:55:15+09:00","2025-12-05T17:56:58+09:00","21-20251205",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1764921115/files/user/ページ：ニュース/INFO/15-20230327 (1).jpg","\u003Cp>Hello, I’m in charge of AI research at GDX Co., Ltd.\u003C/p>\u003Cp data-start=\"54\" data-end=\"676\">Introduction\u003Cbr>Up to now, ChatGPT has mainly been used for tasks such as writing, translation, and summarization, but there is a growing trend toward using it for shopping support, such as “shopping research.” In this article, we assume that a “shopping research” feature has been added to ChatGPT, and give an easy-to-understand overview of what it is, how it might be used, and points to keep in mind. Please note that this article is based on generally available public information about ChatGPT, and the concrete specifications of any actual features may differ from future official announcements.\u003Cbr>\u003Ca href=\"https://openai.com\" target=\"_new\" data-start=\"658\" data-end=\"676\">https://openai.com\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"678\" data-end=\"1269\">Overview of the “Shopping Research” Feature\u003Cbr>“Shopping research” can be thought of as a feature where users enter conditions such as their \u003Cstrong data-start=\"818\" data-end=\"828\">budget\u003C/strong>, \u003Cstrong data-start=\"830\" data-end=\"846\">intended use\u003C/strong>, and \u003Cstrong data-start=\"852\" data-end=\"867\">preferences\u003C/strong>, and ChatGPT organizes and proposes relevant product candidates, specifications, price ranges, and key points for choosing between them. With this, the work of comparing multiple sites on your own can be handled more efficiently through a dialogue with ChatGPT. However, it is assumed that the final purchase procedure will generally be completed on the e-commerce site side.\u003Cbr>\u003Ca href=\"https://openai.com/blog\" target=\"_new\" data-start=\"1246\" data-end=\"1269\">https://openai.com/blog\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"1271\" data-end=\"1954\">Basic Usage Image\u003Cbr>If a “shopping research” feature is shown in the chat interface, the key is to first communicate your \u003Cstrong data-start=\"1393\" data-end=\"1405\">use case\u003C/strong> and \u003Cstrong data-start=\"1410\" data-end=\"1424\">conditions\u003C/strong> concretely. For example, you might type: “I’m looking for a quiet laptop for remote work under 100,000 yen” or “I want a small-capacity refrigerator for living alone that helps keep electricity costs down.” In response, ChatGPT would organize candidate categories and the specifications you should prioritize, and present a list of comparison points. After that, by having it ask additional questions about the conditions you care about, you can narrow things down to options that better fit your needs.\u003Cbr>\u003Ca href=\"https://help.openai.com\" target=\"_new\" data-start=\"1931\" data-end=\"1954\">https://help.openai.com\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"1956\" data-end=\"2683\">Use Cases and Benefits\u003Cbr>“Shopping research” is particularly effective for categories where spec comparisons are complex—such as PCs, home appliances, and gadgets—or when you’re buying a product for the first time and don’t know what to look for. By consulting ChatGPT, you can obtain guidelines such as “start by comparing these three points” or “for this use case, this class of model is sufficient,” which can greatly reduce the time you spend on information gathering. Another benefit is that you can discuss not only product names but also aspects like your \u003Cstrong data-start=\"2519\" data-end=\"2532\">lifestyle\u003C/strong> and \u003Cstrong data-start=\"2537\" data-end=\"2557\">frequency of use\u003C/strong>, allowing you to organize your choices in a way that feels closer to talking with a person.\u003Cbr>\u003Ca href=\"https://openai.com/blog/chatgpt\" target=\"_new\" data-start=\"2652\" data-end=\"2683\">https://openai.com/blog/chatgpt\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"2685\" data-end=\"3379\">Points to Note When Using It\u003Cbr>On the other hand, the information provided by AI is not always the latest or complete. Prices, stock status, and campaign information change frequently, so it is important to always confirm these on the actual sales site before making a final decision. For summaries of reviews and the organization of reputational information as well, it is advisable to check some of the original sources yourself to make sure there is no bias. From a privacy perspective, you should not enter personal information or payment details into ChatGPT, and it is safest to complete payment using the official flow on the e-commerce site.\u003Cbr>\u003Ca href=\"https://openai.com/policies/privacy-policy\" target=\"_new\" data-start=\"3337\" data-end=\"3379\">https://openai.com/policies/privacy-policy\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"3381\" data-end=\"4015\">Conclusion\u003Cbr>With the addition of a feature like “shopping research” to ChatGPT, shopping may shift from the conventional “search and compare on your own” style to a style of “narrowing down options together while consulting with AI.” The content introduced in this article is only a conceptual image based on current, general patterns of generative AI use, but if actual feature development progresses, it is likely that more intuitive and efficient purchasing experiences will become a reality. For the latest information and official specifications, we recommend checking future announcements from OpenAI.\u003Cbr>\u003Ca href=\"https://openai.com/blog\" target=\"_new\" data-start=\"3992\" data-end=\"4015\">https://openai.com/blog\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"4017\" data-end=\"4135\">For more information about GDX Co., Ltd., please refer to the link below:\u003Cbr>Company website: \u003Ca href=\"https://gdx.inc/company\" target=\"_new\" data-start=\"4110\" data-end=\"4133\">https://gdx.inc/company\u003Cspan aria-hidden=\"true\">\u003C/span>\u003C/a>\u003C/p>\u003Cp data-start=\"4137\" data-end=\"4299\">\u003Cem data-start=\"4137\" data-end=\"4299\">\u003Ci>This article was created by ChatGPT. The content of the article does not represent the views or responsibility of our company. Thank you for your understanding.\u003C/i>\u003C/em>\u003C/p>\u003Cp> \u003C/p>",{"topics_id":211,"ymd":212,"contents_type":7,"subject":213,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":214,"update_ymdhi":215,"topics_group_id":12,"slug":216,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":217,"thumbs":218,"wysiwyg":219},135,"2025-12-03","what is ChatGPT Atlas","2025-12-03T13:44:41+09:00","2025-12-05T18:14:19+09:00","21-20251203",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1764925970/files/user/ページ：ニュース/INFO/15-20210310.jpg","\u003Cp>eeeeeee\u003C/p>",{"topics_id":221,"ymd":222,"contents_type":7,"subject":223,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":224,"update_ymdhi":225,"topics_group_id":12,"slug":226,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":227,"thumbs":228,"wysiwyg":229},132,"2025-07-15","Perplexity officially releases AI-powered browser “Comet” — A new search experience driven by Gamma AI 2.0","2025-07-17T18:48:27+09:00","2025-07-18T15:18:02+09:00","21-20250715",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750655/files/user/ページ：ニュース/TOPICS/21-20250715.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>\"In this article, we explain “Comet,” the new product announced by the fast-growing startup Perplexity AI in July 2025, and its core next-generation model “Gamma AI 2.0.”\u003Cbr>We will explore the future created by the fusion of AI and browsers and how it differs from competing offerings.\"\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"78c035ed-2f82-4977-a6c1-22038a343fcb\" id=\"78c035ed-2f82-4977-a6c1-22038a343fcb\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"f2253778-54e6-4a8c-b478-427ecd1d924f\" id=\"f2253778-54e6-4a8c-b478-427ecd1d924f\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>As AI permeates everyday life, methods of information search are evolving rapidly.\u003Cbr>As generative AI tools like ChatGPT and Google Gemini become commonplace, the integration of search and AI is entering its next stage.\u003Cbr>Against this backdrop, Perplexity AI’s AI-native browser “Comet” is attracting attention.\u003C/p>\u003Cp>In July 2025, Perplexity announced the official release of “Comet,” a web browser integrating its advanced AI technologies.\u003Cbr>It is positioned not as a conventional browser, but as a reinvention of the search experience itself.\u003Cbr>Supporting it is “Gamma AI 2.0,” the company’s latest in-house multimodal large language model.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bdeba098-dcfb-4ab2-8d8a-a10c31740dc2\" id=\"bdeba098-dcfb-4ab2-8d8a-a10c31740dc2\">Source: https://www.perplexity.ai/hub/blog/introducing-comet\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5043480c-1da6-4a85-b90a-cae7c1dca582\" id=\"5043480c-1da6-4a85-b90a-cae7c1dca582\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9c784e5a-2b4f-4a3e-ab44-4e6135533b17\" id=\"9c784e5a-2b4f-4a3e-ab44-4e6135533b17\" tabindex=\"-1\">\u003Cstrong>What is Perplexity “Comet”?\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>Comet is a next-generation browser that deeply understands user behavior and provides real-time, context-aware assistance.\u003Cbr>Unlike traditional search engines, it analyzes each page as you open it, summarizes key points, and suggests relevant sources and links.\u003C/p>\u003Cp>Notably, search and browsing are fully fused.\u003Cbr>For example, while reading a news article, Comet can show a summary in a right-hand pane and surface background information in real time.\u003Cbr>It effectively delivers a browser experience as an “AI agent.”\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b477362b-fbbb-4c3e-aa27-ea083c8d4e56\" id=\"b477362b-fbbb-4c3e-aa27-ea083c8d4e56\">Source: https://www.perplexity.ai/hub/blog/introducing-comet\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5944d94e-4104-4db2-ac91-7f22b8a46aee\" id=\"5944d94e-4104-4db2-ac91-7f22b8a46aee\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"4e12b6ad-534c-41e3-b777-a3c63543455a\" id=\"4e12b6ad-534c-41e3-b777-a3c63543455a\" tabindex=\"-1\">\u003Cstrong>Gamma AI 2.0: Perplexity’s proprietary AI platform\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>At Comet’s core is a multimodal model called “Gamma AI 2.0.”\u003Cbr>Developed and trained by Perplexity, it understands not only text but also images and full web-page structure to deliver results and suggestions. \u003C/p>\u003Cp>Traditional models relied on keyword matching and struggled with page structure, whereas Gamma AI 2.0 judges layout, information placement, and source reliability.\u003Cbr>This enables users to reach desired information faster.\u003C/p>\u003Cp>Moreover, Gamma AI 2.0 adapts through interaction and tailors presentation to each user’s search style.\u003Cbr>In short, the more you use it, the more sophisticated the personalized search experience becomes.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b5001289-a3b0-4dee-8224-a60de64586aa\" id=\"b5001289-a3b0-4dee-8224-a60de64586aa\">Source: https://www.perplexity.ai/hub/blog/introducing-comet\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"592ecdd6-d1f8-4c5d-b436-657d5e3e14eb\" id=\"592ecdd6-d1f8-4c5d-b436-657d5e3e14eb\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"546e66f9-295f-4e56-95c1-e31d6a7066c3\" id=\"546e66f9-295f-4e56-95c1-e31d6a7066c3\" tabindex=\"-1\">\u003Cstrong>Points of differentiation from competitors\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>Comet stands apart from Google’s Gemini and OpenAI’s ChatGPT browser add-ons.\u003Cbr>The biggest difference is that Comet is designed around AI-first search.\u003Cbr>Rather than “adding” AI to an existing browser, it is AI-centric by design—an important technical shift.\u003C/p>\u003Cp>Comet also emphasizes transparency.\u003Cbr>It consistently cites sources and automatically links to reliable references.\u003Cbr>This reflects Perplexity’s commitment to accuracy and transparency and addresses the “uncited answers” problem seen elsewhere.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"822f4aeb-cac3-4138-a978-06025e05e59c\" id=\"822f4aeb-cac3-4138-a978-06025e05e59c\">Source: https://www.perplexity.ai/hub/blog/introducing-comet\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"f2d23f12-b61a-4845-9698-e27e1f92a21f\" id=\"f2d23f12-b61a-4845-9698-e27e1f92a21f\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d290413d-e66a-48dd-96f2-7d1ba937673f\" id=\"d290413d-e66a-48dd-96f2-7d1ba937673f\" tabindex=\"-1\">\u003Cstrong>User experience and outlook\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"69f31747-ceac-4b52-afd1-a2c2aaaa4287\" id=\"69f31747-ceac-4b52-afd1-a2c2aaaa4287\">Comet is currently available first for macOS, with Windows and mobile releases planned.\u003C/p>\u003Cp>Its interface is simple and intuitive, yet AI-based assistance is powerful enough for everyday lookups and professional research.\u003Cbr>Business plans such as “Comet for Teams” are expected to enable knowledge sharing and fast internal document search.\u003Cbr>Adoption is also anticipated in specialized fields such as education, healthcare, and law.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"738d4fb9-f2f1-45df-8dd2-2c0f58ea2ec1\" id=\"738d4fb9-f2f1-45df-8dd2-2c0f58ea2ec1\">Source: https://www.perplexity.ai/hub/blog/introducing-comet\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7ba9286a-3e1a-49aa-be93-f50f5ad75301\" id=\"7ba9286a-3e1a-49aa-be93-f50f5ad75301\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"157d34f7-753a-4e20-9ca1-03dcebae9389\" id=\"157d34f7-753a-4e20-9ca1-03dcebae9389\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003Cbr> \u003C/h3>\u003Cp>Comet is an innovative effort to fundamentally rethink the relationship between AI and web browsing.\u003Cbr>Perplexity aims not just to add AI to a browser, but to rebuild the interface between users and information.\u003Cbr>As Gamma AI 2.0 advances, our act of “searching” will become even more seamless and intelligent.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":231,"ymd":232,"contents_type":7,"subject":233,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":234,"update_ymdhi":235,"topics_group_id":12,"slug":236,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":237,"thumbs":238,"wysiwyg":239},130,"2025-07-08","\"GenSpark AI Docs opens a new era of business documents — Exvision’s frontline of “Generative AI × Operations” \"","2025-07-17T18:47:40+09:00","2025-07-17T19:22:12+09:00","21-20250708",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750655/files/user/ページ：ニュース/TOPICS/21-20250708.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>Using the July 5, 2025 official announcement (AI Wave), we introduce how Exvision’s new service “GenSpark AI Docs” could reshape the future of business documents.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"0e92fec0-5455-4df2-bc16-951223c594ba\" id=\"0e92fec0-5455-4df2-bc16-951223c594ba\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"85c35bf3-06df-4327-81e7-21082421c225\" id=\"85c35bf3-06df-4327-81e7-21082421c225\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>In recent years, many generative-AI tools such as ChatGPT and Claude have emerged to support work.\u003Cbr>However, many are general-purpose and do not fit enterprise requirements and workflows well.\u003Cbr>In this context, “GenSpark AI Docs,” announced in July 2025, is a notable, field-driven generative-AI tool specialized for business documents.\u003C/p>\u003Cp>This article details its overview, features, benefits, operational impact, and future outlook based on the official release.\u003Cbr>Source: https://www.genspark.ai/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3fb66fa5-ed31-49e1-915f-8185aa58cd17\" id=\"3fb66fa5-ed31-49e1-915f-8185aa58cd17\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b366bd70-f45d-414e-9867-2750a55fa8e5\" id=\"b366bd70-f45d-414e-9867-2750a55fa8e5\" tabindex=\"-1\">\u003Cstrong>Birth of a document-focused AI\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"451ea152-5530-4aa7-8e34-270b922c726f\" id=\"451ea152-5530-4aa7-8e34-270b922c726f\">GenSpark AI Docs is a SaaS tool by Exvision that uses generative AI to efficiently create, revise, and organize standardized documents such as policies, manuals, procedures, and minutes.\u003C/p>\u003Cp>It instantly drafts appropriate documents from natural-language input and can align text with internal policies and guidelines.\u003Cbr>It also strengthens organization via templates, auto-suggested structures by category, tagging, and auto-classification.\u003Cbr>Source: https://x.com/genspark_ai?lang=en\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e257e90e-6ae3-4466-825c-19a751c435af\" id=\"e257e90e-6ae3-4466-825c-19a751c435af\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a10c49a6-677b-47d5-9163-8a8ce003ada8\" id=\"a10c49a6-677b-47d5-9163-8a8ce003ada8\" tabindex=\"-1\">\u003Cstrong>Practical, field-oriented usability\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>The UI/UX is carefully designed so even non-specialists can use it easily.\u003Cbr>No-code screens and selectable document types/purposes help attain high accuracy from the outset.\u003C/p>\u003Cp>Though cloud-based, it integrates with existing tools like Teams, Slack, and Google Workspace, enabling creation, sharing, and review without leaving daily tools.\u003Cbr>Source: https://ai-wave.jp/2025/07/05/genspark-ai-docs/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"64293530-f93c-40d1-b825-793cb8e4aafb\" id=\"64293530-f93c-40d1-b825-793cb8e4aafb\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7bab32ee-eb9b-4740-99f1-a5036f9757a2\" id=\"7bab32ee-eb9b-4740-99f1-a5036f9757a2\" tabindex=\"-1\">\u003Cstrong>Tailored to business “language” through custom tuning\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>Exvision’s differentiation is its AI specialized for business documents.\u003Cbr>Concretely, the model is tuned with in-company terminology, fixed phrases, and structure patterns so outputs are ready for real use.\u003C/p>\u003Cp>For fixed-structure cases like “Operational Procedures” or “Training Manuals,” the AI suggests optimal formats and headings from user input.\u003Cbr>This dramatically speeds drafting and reduces quality variation. \u003Cbr>Source: https://www.genspark.ai/agents?type=docs_agent\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c3261307-9429-49bc-9396-9eb9f24b4414\" id=\"c3261307-9429-49bc-9396-9eb9f24b4414\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"90551601-8f62-40b9-9204-49a7d59e022c\" id=\"90551601-8f62-40b9-9204-49a7d59e022c\" tabindex=\"-1\">\u003Cstrong>Robust security and compliance\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>Business documents often contain confidential or personal data, raising security concerns.\u003Cbr>GenSpark AI Docs addresses this with encryption, access control, audit logs, and versioning as standard enterprise features.\u003C/p>\u003Cp>Generated documents automatically record owner and timestamp, supporting compliance and internal audits.\u003Cbr>These measures lower adoption hurdles in high-security fields like finance, healthcare, and manufacturing.\u003Cbr>Source: https://www.genspark.ai/agents?type=docs_agent\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cdd043a5-9be4-43be-9d25-283ce1601eb7\" id=\"cdd043a5-9be4-43be-9d25-283ce1601eb7\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"46e826d9-5703-4f86-a561-61f12a2c8d26\" id=\"46e826d9-5703-4f86-a561-61f12a2c8d26\" tabindex=\"-1\">\u003Cstrong>Measured impact at adopters — dramatic productivity gains\u003C/strong>\u003C/h3>\u003Cp> \u003C/p>\u003Cp>The article cites deployments at several large enterprises.\u003Cbr>Notably, one case reduced manual creation time from 30+ hours to about 9 hours.\u003Cbr>The gains came from structure suggestions, reuse from prior docs, and automatic normalization.\u003C/p>\u003Cp>Annual policy updates became lighter, with fewer omissions and errors reported.\u003Cbr>As a result, it supports back-office, frontline, and legal teams alike.\u003Cbr>Source: https://www.genspark.ai/agents?type=docs_agent\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cae38c80-814c-4a3a-b917-f405a2630561\" id=\"cae38c80-814c-4a3a-b917-f405a2630561\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"dfb9ce91-b51c-4337-a4c6-8e6e556fdeb2\" id=\"dfb9ce91-b51c-4337-a4c6-8e6e556fdeb2\" tabindex=\"-1\">\u003Cstrong>Future development and market impact\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"44cbcc2e-73bf-4d6b-8127-48c21243745b\" id=\"44cbcc2e-73bf-4d6b-8127-48c21243745b\">Exvision plans multilingual support, voice input, AI proofreading advice, and more industry templates.\u003Cbr>Multilingual business documents are a key theme and will aid integration between overseas sites and Japan HQ.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9b8e8eb4-79ee-4ecc-aa07-534b26f7b384\" id=\"9b8e8eb4-79ee-4ecc-aa07-534b26f7b384\">API-based integrations will broaden use across industries.\u003Cbr>While AI document generation is still maturing, field-driven products like this can dramatically cut document-related costs.\u003Cbr>Source: https://ai-wave.jp/2025/07/05/genspark-ai-docs/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"672198f8-09dd-4df2-a60e-ad4d508aff99\" id=\"672198f8-09dd-4df2-a60e-ad4d508aff99\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3c602946-4a5e-417d-9909-ce6808870fe5\" id=\"3c602946-4a5e-417d-9909-ce6808870fe5\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"ee2bcc70-08f3-42dd-92fd-c4ce7c80c20a\" id=\"ee2bcc70-08f3-42dd-92fd-c4ce7c80c20a\">GenSpark AI Docs is not just an auto-writer; it redefines the design, sharing, and operation of enterprise documents.\u003Cbr>It combats person-dependence, standardizes quality, and elevates productivity, and will draw growing enterprise interest.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d5e8ee78-837c-498f-9ac7-9c39de824bc5\" id=\"d5e8ee78-837c-498f-9ac7-9c39de824bc5\">As generative AI moves to the operational core, its direction could catalyze a broader transformation of how we work.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":241,"ymd":242,"contents_type":7,"subject":243,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":244,"update_ymdhi":245,"topics_group_id":12,"slug":246,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":247,"thumbs":248,"wysiwyg":249},128,"2025-07-01","Google’s new challenge “Gemini CLI”: An open-source AI agent for developers","2025-07-17T18:46:49+09:00","2025-07-17T19:22:26+09:00","21-20250701",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750654/files/user/ページ：ニュース/TOPICS/21-20250701.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>In June 2024, Google announced “Gemini CLI,” an open-source AI-agent development tool, on its developer blog.\u003Cbr>This article explains Gemini CLI’s overview, features, background, and potential for developers.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"62c304f6-b46f-4d28-8cf1-f6359fb02a34\" id=\"62c304f6-b46f-4d28-8cf1-f6359fb02a34\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c53f33db-1d06-4433-9b48-88ca40d92d2f\" id=\"c53f33db-1d06-4433-9b48-88ca40d92d2f\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7a5f2302-c608-430e-8629-d864a8c9233d\" id=\"7a5f2302-c608-430e-8629-d864a8c9233d\">As generative AI advances, “AI agents” that act as execution partners are becoming more important.\u003Cbr>Beyond conversational AI like ChatGPT, development is advancing toward agents with stronger task-execution abilities.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e489e449-eddb-4909-8c52-666c319f7af2\" id=\"e489e449-eddb-4909-8c52-666c319f7af2\">In this context, Google open-sourced a new CLI tool leveraging Gemini, called “Gemini CLI.”\u003Cbr>Gemini CLI is positioned as an experimental agent that edits local files and code via natural language.\u003Cbr>Source: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a620c6c7-d124-4afc-b36c-d74098e6b2c2\" id=\"a620c6c7-d124-4afc-b36c-d74098e6b2c2\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bbb16667-c641-40e5-9826-2baea9b83aad\" id=\"bbb16667-c641-40e5-9826-2baea9b83aad\" tabindex=\"-1\">\u003Cstrong>What is Gemini CLI?\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"665ab8ea-8467-4917-9542-9a608460c9fa\" id=\"665ab8ea-8467-4917-9542-9a608460c9fa\">Gemini CLI is an open-source command-line AI agent based on Google’s Gemini 1.5 Pro.\u003Cbr>It helps developers create/refactor code, generate files, and update configs using natural language.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9ef2cd18-4122-4f71-975c-20e15390e09d\" id=\"9ef2cd18-4122-4f71-975c-20e15390e09d\">By issuing commands like “add unit tests to this Python script” or “add this library to the config,” many manual tasks become interactive and automated.\u003Cbr>Source: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"8f3e55a0-6e93-4c5d-a462-6be0224152c4\" id=\"8f3e55a0-6e93-4c5d-a462-6be0224152c4\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"ae95bca0-87b3-421d-9939-6ffc8ae45a2c\" id=\"ae95bca0-87b3-421d-9939-6ffc8ae45a2c\" tabindex=\"-1\">\u003Cstrong>Key features of Gemini CLI\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"745c290e-262d-41ad-9566-d99519b85a31\" id=\"745c290e-262d-41ad-9566-d99519b85a31\">Its representative features are as follows.\u003C/p>\u003Cul style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"035b98e2-841b-45fa-8ea7-a59aaf044170\" id=\"035b98e2-841b-45fa-8ea7-a59aaf044170\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"63d93030-8d22-454d-b6a6-8024e51dfaff\" id=\"63d93030-8d22-454d-b6a6-8024e51dfaff\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Natural-language file operations: \u003C/strong>create, edit, and delete files via English instructions.\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"f8b249b2-ac08-4824-ae20-7663fac1e947\" id=\"f8b249b2-ac08-4824-ae20-7663fac1e947\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Code generation and editing: \u003C/strong>explain code, create functions, and assist debugging.\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"ecf70d58-b3dd-4640-a902-427f0247b982\" id=\"ecf70d58-b3dd-4640-a902-427f0247b982\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Prompt history management: \u003C/strong>save and reuse prior interactions.\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"f6b7604a-0bbe-4c4c-9b9a-ace014a31a86\" id=\"f6b7604a-0bbe-4c4c-9b9a-ace014a31a86\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Gemini API integration: \u003C/strong>leverage very large context windows (up to 1M tokens).\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a6b35459-5219-4c77-b838-dc3f09d56972\" id=\"a6b35459-5219-4c77-b838-dc3f09d56972\">In short, it equips practical capabilities to act as a working agent in the CLI, not just a chatbot.\u003Cbr>Source: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5a0f6d10-19e5-4606-9df6-c2132dbcdafb\" id=\"5a0f6d10-19e5-4606-9df6-c2132dbcdafb\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"55f460f3-15b7-4669-a4d8-db19d1d4344b\" id=\"55f460f3-15b7-4669-a4d8-db19d1d4344b\" tabindex=\"-1\">\u003Cstrong>Why did Google develop Gemini CLI?\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"62ad4624-9d90-43d3-9c12-07c06b18a59b\" id=\"62ad4624-9d90-43d3-9c12-07c06b18a59b\">Google envisions developers using multimodal AI like Gemini to handle more complex tasks.\u003Cbr>As a first step, it built Gemini CLI to test a “CLI-type AI agent” that manipulates files and code interactively.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cf1518bd-f3f3-4e4b-9c16-b8bffb7a590a\" id=\"cf1518bd-f3f3-4e4b-9c16-b8bffb7a590a\">The design aims for models that understand intent and “do the work,” not just answer—central to agentic AI.\u003Cbr>Gemini CLI serves as a practical example of this approach.\u003Cbr>Source: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"25cb27a4-ee41-48f5-8b9a-18ace7a465fc\" id=\"25cb27a4-ee41-48f5-8b9a-18ace7a465fc\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e6514b3b-1dcb-4b6e-94da-6f5753ef9a1c\" id=\"e6514b3b-1dcb-4b6e-94da-6f5753ef9a1c\" tabindex=\"-1\">\u003Cstrong>How it differs from other agent projects\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"72311eea-5888-40ae-858f-594965cbe3b1\" id=\"72311eea-5888-40ae-858f-594965cbe3b1\">While agent research is widespread, Gemini CLI differs in several ways\u003C/p>\u003Col style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);counter-reset:num 0;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"87256c0a-e389-4c8e-a5e0-3cc4d22de242\" id=\"87256c0a-e389-4c8e-a5e0-3cc4d22de242\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"1f0c1230-c646-449b-914e-44d15745275e\" id=\"1f0c1230-c646-449b-914e-44d15745275e\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Use of Gemini 1.5 Pro:\u003C/strong> long context enables edits with awareness of an entire complex project.\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"f856b310-85d5-4643-9957-6aea4f961c34\" id=\"f856b310-85d5-4643-9957-6aea4f961c34\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Practical focus: \u003C/strong>it executes development tasks, emphasizing CLI assistance over chat.\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"8082998d-41a9-4caf-9af9-673a87cd2189\" id=\"8082998d-41a9-4caf-9af9-673a87cd2189\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Open-source and exploratory: \u003C/strong>published experimentally for flexible extension and evaluation.\u003C/p>\u003C/li>\u003C/ol>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fe196803-2084-4d91-8f91-f26d0572b9fe\" id=\"fe196803-2084-4d91-8f91-f26d0572b9fe\">These traits make it a potential step toward practical AI agents.\u003Cbr>Source: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"1777c987-9313-4aaa-baad-df8048413355\" id=\"1777c987-9313-4aaa-baad-df8048413355\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"2d81fd7a-9cda-4bab-b43a-bb8c136075f8\" id=\"2d81fd7a-9cda-4bab-b43a-bb8c136075f8\" tabindex=\"-1\">\u003Cstrong>Outlook and potential\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6601d1f9-94e6-4961-8792-ed5f7b0caa3a\" id=\"6601d1f9-94e6-4961-8792-ed5f7b0caa3a\">Googleは、Gemini CLIを「将来のAIエージェントの研究材料」として位置づけており、今後は他の開発環境やツールとの統合、マルチモーダル機能の強化、タスク自動化の拡張などが期待されます。\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"1e932332-43ec-4d70-be90-71a248b86132\" id=\"1e932332-43ec-4d70-be90-71a248b86132\">Google positions it as research groundwork for future agents, expecting integrations, stronger multimodality, and broader automation.\u003Cbr>The open base lets organizations and individuals build their own agents or specialized use cases.\u003Cbr>This tool offers a glimpse of AI evolving from Q&A to action. \u003Cbr>Source: https://blog.google/technology/developers/introducing-gemini-cli-open-source-ai-agent/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9e3dfdec-cb52-40b7-8b13-e8f8c7ac92fa\" id=\"9e3dfdec-cb52-40b7-8b13-e8f8c7ac92fa\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"4f7f882b-1247-4221-acfb-26e0e877ca38\" id=\"4f7f882b-1247-4221-acfb-26e0e877ca38\" tabindex=\"-1\">\u003Cstrong>Summary\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"48570e61-9246-4b88-9b19-23919d18c0bf\" id=\"48570e61-9246-4b88-9b19-23919d18c0bf\">Gemini CLI is Google’s new foundation for building AI agents.\u003Cbr>Being open-source yet leveraging Gemini 1.5 Pro, its key appeal is practical code and file operations via natural language.\u003Cbr>As a sign of AI becoming an executor, it could reshape software development. \u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":251,"ymd":252,"contents_type":7,"subject":253,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":254,"update_ymdhi":255,"topics_group_id":12,"slug":256,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":257,"thumbs":258,"wysiwyg":259},126,"2025-06-24","Amazon Ads officially releases a generative-AI video creation tool","2025-07-17T18:45:40+09:00","2025-07-17T19:22:45+09:00","21-20250624",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750654/files/user/ページ：ニュース/TOPICS/21-20250624.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>Today we detail Amazon’s June 17, 2024 announcement of a generative-AI video ad tool.\u003Cbr>As AI advances rapidly, the advertising industry is feeling the impact.\u003Cbr>Amazon’s new tool could significantly change ad production and is drawing attention.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e9f58f99-7091-49e8-af3f-423551bf099a\" id=\"e9f58f99-7091-49e8-af3f-423551bf099a\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"53ee8561-e3e9-4684-9039-3ab73b050da4\" id=\"53ee8561-e3e9-4684-9039-3ab73b050da4\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fcee119d-71cc-4414-98e4-6ba38ab6dc9a\" id=\"fcee119d-71cc-4414-98e4-6ba38ab6dc9a\">Digital advertising is shifting from static images to dynamic video.\u003Cbr>Video boosts engagement, brand recognition, and purchase intent, so many advertisers use it.\u003Cbr>However, producing high-quality video is time-consuming and costly, especially for SMEs.\u003Cbr>To address this, Amazon Ads released a beta generative-AI video tool.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cf9437e4-910c-4f7a-a02e-c2639f7fbe93\" id=\"cf9437e4-910c-4f7a-a02e-c2639f7fbe93\">Source: https://www.aboutamazon.com/news/innovation-at-amazon/amazon-ads-generative-ai-video-generator-advertisers\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a865d116-f65c-4b03-a5f7-3eaa1a184cbf\" id=\"a865d116-f65c-4b03-a5f7-3eaa1a184cbf\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3d18763c-2497-49fa-a481-a367e3e2b911\" id=\"3d18763c-2497-49fa-a481-a367e3e2b911\" tabindex=\"-1\">\u003Cstrong>What is Amazon’s generative-AI video tool?\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"157809ad-42cb-4ea1-aa73-372eeaadce48\" id=\"157809ad-42cb-4ea1-aa73-372eeaadce48\">Available within Amazon Ads’ platform as a beta, advertisers enter basics—product name, page URL, campaign goal—and the AI generates short ad videos.\u003Cbr>The videos can run across channels such as Amazon DSP, streaming TV, and online display.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"854c0184-f88f-4855-83c1-fc90f13d01b7\" id=\"854c0184-f88f-4855-83c1-fc90f13d01b7\">Videos are around 15 seconds with music, visuals, and narration matched to brand image.\u003Cbr>The tool extracts product imagery and selling points, enabling compelling videos quickly without specialist skills.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"582b50e1-f16d-4c8d-9cbd-8ba2aacff8f3\" id=\"582b50e1-f16d-4c8d-9cbd-8ba2aacff8f3\">Source: https://www.aboutamazon.com/news/innovation-at-amazon/amazon-ads-generative-ai-video-generator-advertisers\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d2f61fd1-c135-4bac-97f4-779cab9d0e69\" id=\"d2f61fd1-c135-4bac-97f4-779cab9d0e69\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"067f191a-3989-4cab-81fb-f0ce186b5d59\" id=\"067f191a-3989-4cab-81fb-f0ce186b5d59\" tabindex=\"-1\">\u003Cstrong>Under the hood: Generative AI meets machine learning\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"897193af-6183-4ebd-8400-a426142803e9\" id=\"897193af-6183-4ebd-8400-a426142803e9\">At its core is Amazon’s proprietary generative-AI model.\u003Cbr>Unlike template-based tools, ML and NLP allow diverse expressions tailored to the brand and product.\u003Cbr>According to Amazon, the AI understands product pages, brand information, and goals to generate aligned storylines. \u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"0b204365-57a4-4a6a-9840-ef6726aaa514\" id=\"0b204365-57a4-4a6a-9840-ef6726aaa514\">Trained on vast shopping data, the model knows effective presentation patterns based on consumer interest and behavior.\u003Cbr>The aim is not just to create video but to create video that sells.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"17240d35-d6f3-4744-9889-3906533f1225\" id=\"17240d35-d6f3-4744-9889-3906533f1225\">Source: https://www.aboutamazon.com/news/innovation-at-amazon/amazon-ads-generative-ai-video-generator-advertisers\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c81c21a2-44d1-4430-85cd-156229a965dd\" id=\"c81c21a2-44d1-4430-85cd-156229a965dd\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"8f320be0-2c00-4a53-9089-c31bcd834bf5\" id=\"8f320be0-2c00-4a53-9089-c31bcd834bf5\" tabindex=\"-1\">\u003Cstrong>Democratizing production and its strategic impact\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b59648d6-0976-4ca3-9cab-a24a648c4293\" id=\"b59648d6-0976-4ca3-9cab-a24a648c4293\">A key highlight is the democratization of ad production.\u003Cbr>Video ads often required major agencies or studios and sizable budgets.\u003Cbr>With Amazon’s tool, advertisers of all sizes can produce videos quickly and affordably, easing entry for SMEs and startups.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a80fd5c2-67e6-40b2-a642-76b4968a7c85\" id=\"a80fd5c2-67e6-40b2-a642-76b4968a7c85\">The tool is expected to accelerate the PDCA cycle in marketing.\u003Cbr>If KPIs like CTR and completion rate feed a generative feedback loop, optimization could become near real time.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"2a1cddae-39d9-44aa-841a-f0a52aefd0ff\" id=\"2a1cddae-39d9-44aa-841a-f0a52aefd0ff\">Source: https://www.aboutamazon.com/news/innovation-at-amazon/amazon-ads-generative-ai-video-generator-advertisers\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bd37663f-0fa8-408e-b346-b56237b8a2dc\" id=\"bd37663f-0fa8-408e-b346-b56237b8a2dc\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"485672d0-f7d1-4cff-821c-e59d9b4ccf10\" id=\"485672d0-f7d1-4cff-821c-e59d9b4ccf10\" tabindex=\"-1\">\u003Cstrong>Comparison with peers and Amazon’s strategy\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cbd4a3fe-18bc-43e9-a552-082392020a66\" id=\"cbd4a3fe-18bc-43e9-a552-082392020a66\">Meta and Google are experimenting too, but Amazon’s edge is owning both shopping data and ad channels.\u003Cbr>Amazon already delivers advanced behavior-based targeting, and combined with this tool, personalized video ads look more feasible.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"923350d9-9578-4754-bdc1-51e3a232723d\" id=\"923350d9-9578-4754-bdc1-51e3a232723d\">Owned media like Streaming TV and Prime Video can embed generated videos naturally into viewing experiences.\u003Cbr>These will be differentiators in video advertising.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6fba891b-0460-452c-bbfe-fc301863ea75\" id=\"6fba891b-0460-452c-bbfe-fc301863ea75\">Source: https://www.aboutamazon.com/news/innovation-at-amazon/amazon-ads-generative-ai-video-generator-advertisers\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"28e3db4c-59fe-441a-b498-219d31738da4\" id=\"28e3db4c-59fe-441a-b498-219d31738da4\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bec0af6d-2409-4478-ba65-5a9c440b0da7\" id=\"bec0af6d-2409-4478-ba65-5a9c440b0da7\" tabindex=\"-1\">\u003Cstrong>Outlook and challenges\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"4045551e-77e9-46e2-9b8a-c3a82f003d73\" id=\"4045551e-77e9-46e2-9b8a-c3a82f003d73\">Outlook and challenges\u003Cbr>A full release could have ripple effects across the ad industry.\u003Cbr>Challenges remain in quality, creative variety, and adherence to copyright and brand guidelines.\u003Cbr>The evolving role of creators and human creativity under AI automation is another key theme.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c2548e99-43c2-40bc-8728-941c5237057b\" id=\"c2548e99-43c2-40bc-8728-941c5237057b\">At the same time, generative AI is emerging as a creative partner, not just an automation tool.\u003Cbr>Companies that master AI will test, optimize, and scale creative faster and more effectively.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"14728a52-0b27-4134-990f-afcc6675fe00\" id=\"14728a52-0b27-4134-990f-afcc6675fe00\">Source: https://www.aboutamazon.com/news/innovation-at-amazon/amazon-ads-generative-ai-video-generator-advertisers\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"4508b02b-f772-460c-9f5c-86479c91610f\" id=\"4508b02b-f772-460c-9f5c-86479c91610f\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5d1cc6fa-18a9-4bc5-a807-d7cfaf37f6ae\" id=\"5d1cc6fa-18a9-4bc5-a807-d7cfaf37f6ae\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d46eded1-a162-4ef7-99f2-eff989fd483d\" id=\"d46eded1-a162-4ef7-99f2-eff989fd483d\">Amazon’s tool addresses time and cost barriers, enabling broader participation in video advertising.\u003Cbr>Updates and case studies should further redefine norms in ad production.\u003Cbr>We will continue to watch how the fusion of generative AI and advertising reshapes marketing. \u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":261,"ymd":262,"contents_type":7,"subject":263,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":264,"update_ymdhi":265,"topics_group_id":12,"slug":266,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":267,"thumbs":268,"wysiwyg":269},124,"2025-06-17","ChatGPT “Connectors”: An innovative feature enabling next-generation integration","2025-07-17T18:44:51+09:00","2025-07-17T19:23:01+09:00","21-20250617",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750654/files/user/ページ：ニュース/TOPICS/21-20250617.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>In 2025, OpenAI introduced “Connectors,” a breakthrough that makes ChatGPT an even more central business tool.\u003Cbr>Based on “Connectors in ChatGPT,” we outline its scope, features, use cases, and enterprise potential. \u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e2ff59ff-e1a3-40c8-94f5-11a37c38ad81\" id=\"e2ff59ff-e1a3-40c8-94f5-11a37c38ad81\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fabb4537-a541-4478-a464-c8068e058d67\" id=\"fabb4537-a541-4478-a464-c8068e058d67\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"87c6da11-c6f2-4470-9117-14d675865060\" id=\"87c6da11-c6f2-4470-9117-14d675865060\">As AI adoption grows, “data silos” remain a major challenge.\u003Cbr>Connectors address this by linking data scattered across tools so AI can access and use it.\u003Cbr>With Connectors, ChatGPT evolves from a conversational AI into a data-driven execution agent. \u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7c640dbc-0d9b-40c4-af55-aae010efa7b4\" id=\"7c640dbc-0d9b-40c4-af55-aae010efa7b4\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"16f26766-cae0-4f9b-910f-11701fb18875\" id=\"16f26766-cae0-4f9b-910f-11701fb18875\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"880f9ac8-83e2-423d-8916-cdddbc0d677e\" id=\"880f9ac8-83e2-423d-8916-cdddbc0d677e\" tabindex=\"-1\">\u003Cstrong>What are Connectors?\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"afc62bec-b635-4295-b2dc-6e7188097fa0\" id=\"afc62bec-b635-4295-b2dc-6e7188097fa0\">Connectors let ChatGPT connect directly to external business apps and data sources to fetch and act via natural language.\u003Cbr>Currently supported services include:\u003C/p>\u003Cul style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5e3097e5-c5f6-44bf-b989-b67f8ed0a14e\" id=\"5e3097e5-c5f6-44bf-b989-b67f8ed0a14e\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"a541208c-fa7f-4ac6-8b5a-235b8fa6d357\" id=\"a541208c-fa7f-4ac6-8b5a-235b8fa6d357\">Google Drive\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"8f757207-e427-44b3-b368-df88d59af2a1\" id=\"8f757207-e427-44b3-b368-df88d59af2a1\">Microsoft OneDrive\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"0766b5aa-920b-4585-98e4-439c5c0ee24f\" id=\"0766b5aa-920b-4585-98e4-439c5c0ee24f\">SharePoint\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"bb7c5126-9e9b-4604-8863-8eb445af93e9\" id=\"bb7c5126-9e9b-4604-8863-8eb445af93e9\">Asana, and more\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"8be521e2-ea45-4c69-bc4e-1ae8438e67fb\" id=\"8be521e2-ea45-4c69-bc4e-1ae8438e67fb\">Users can ask tasks like “Find Yamada’s latest minutes in Slack” or “Compile the quotes in Drive,” and ChatGPT executes them. \u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bb28f677-1124-48f8-b9e6-735141d44530\" id=\"bb28f677-1124-48f8-b9e6-735141d44530\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"410d5c0e-cc0f-4415-bf52-b87cc864bf3b\" id=\"410d5c0e-cc0f-4415-bf52-b87cc864bf3b\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"17d5e1ab-a76c-4eaa-9e39-3de95054aaf3\" id=\"17d5e1ab-a76c-4eaa-9e39-3de95054aaf3\" tabindex=\"-1\">\u003Cstrong>How it works and how to enable\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"768f41b0-a0b6-4e61-8ae2-983bdbe9c052\" id=\"768f41b0-a0b6-4e61-8ae2-983bdbe9c052\">How it works and how to enable\u003Cbr>Add and connect Connectors from ChatGPT’s “Files” tab.\u003Cbr>A few clicks of OAuth link your accounts and establish the connection.\u003Cbr>After connection, ChatGPT can treat linked content as searchable sources.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"df9cc424-8958-4d1b-83fb-c6e2ce3f759f\" id=\"df9cc424-8958-4d1b-83fb-c6e2ce3f759f\">You can then make normal requests like “search Drive” or “reference Slack messages” without special prompts. \u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d3cefd1c-c959-4c02-a3a1-edfd60f19157\" id=\"d3cefd1c-c959-4c02-a3a1-edfd60f19157\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3428a7a0-f9d0-4dc3-b68b-f747e0d27106\" id=\"3428a7a0-f9d0-4dc3-b68b-f747e0d27106\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9c35a72a-257d-4ace-b965-c089219b55ef\" id=\"9c35a72a-257d-4ace-b965-c089219b55ef\" tabindex=\"-1\">\u003Cstrong>Plans and limitations\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"625c25cd-43d0-4cc7-8772-a9d9023a76c9\" id=\"625c25cd-43d0-4cc7-8772-a9d9023a76c9\">Connectors are available to ChatGPT Enterprise and Team users.\u003Cbr>They are not available on the Free or Plus plans.\u003Cbr>Admins enable usage in the OpenAI admin console and set connection permissions.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"168c12c9-4b61-4594-b68b-55d834a75ad2\" id=\"168c12c9-4b61-4594-b68b-55d834a75ad2\">Security and privacy are considered, and GPT respects user-level access rights.\u003Cbr>Only files and data the user is authorized to access can be searched or acted upon.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"51c13a8f-8953-432d-b95f-c425e5d75446\" id=\"51c13a8f-8953-432d-b95f-c425e5d75446\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"8b128bc0-dceb-4a38-b35a-f613d42e3be3\" id=\"8b128bc0-dceb-4a38-b35a-f613d42e3be3\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"0ccc7b2b-0eb0-4166-be7e-cf920ba2936e\" id=\"0ccc7b2b-0eb0-4166-be7e-cf920ba2936e\" tabindex=\"-1\">\u003Cstrong>Representative use cases\u003C/strong>\u003C/h2>\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"365351a3-fd52-4aa2-8ff1-089d043c5d9a\" id=\"365351a3-fd52-4aa2-8ff1-089d043c5d9a\" tabindex=\"-1\">\u003Cstrong>1. Cross-Platform Search\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"dfbcf462-0141-46d2-9e35-07876f7d3a5b\" id=\"dfbcf462-0141-46d2-9e35-07876f7d3a5b\">For example, when a sales team member wants to check past communications with a client, they no longer need to manually search across Slack, Salesforce, and Notion.\u003Cbr>By simply asking ChatGPT, the relevant information is searched across platforms, summarized, and presented instantly.\u003C/p>\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d54e0da9-801d-4666-8b2e-9f623221b193\" id=\"d54e0da9-801d-4666-8b2e-9f623221b193\" tabindex=\"-1\">\u003Cstrong>2. Document Summarization and Analysis\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"1ca09e62-68b7-4a14-bf40-6c1f43252756\" id=\"1ca09e62-68b7-4a14-bf40-6c1f43252756\">ChatGPT can read proposals and meeting materials stored in Google Drive, summarize key points, and even generate comparison tables automatically.\u003Cbr>This delivers significant time savings in research and planning tasks.\u003C/p>\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"21927e5b-438b-4b58-a576-41a570617eeb\" id=\"21927e5b-438b-4b58-a576-41a570617eeb\" tabindex=\"-1\">\u003Cstrong>3. Task Automation\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d2179c34-d1ee-4f5a-92ce-3ac28684d028\" id=\"d2179c34-d1ee-4f5a-92ce-3ac28684d028\">In upcoming updates, ChatGPT will integrate with tools like Zapier to enable automation, such as “automatically creating a Jira ticket when certain conditions are met.”\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"ea8f61f2-6ea8-4cad-b936-bd1204c90528\" id=\"ea8f61f2-6ea8-4cad-b936-bd1204c90528\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"75172d05-4fe2-439c-9a41-e1827774c7fb\" id=\"75172d05-4fe2-439c-9a41-e1827774c7fb\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"f9c82cf8-32d5-43c3-97aa-91cd3fa401b6\" id=\"f9c82cf8-32d5-43c3-97aa-91cd3fa401b6\" tabindex=\"-1\">\u003Cstrong>Strengthened Security and Governance\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"55bda513-4fb4-4df8-a3e1-3a61fcef2fdf\" id=\"55bda513-4fb4-4df8-a3e1-3a61fcef2fdf\">Connectors are designed with a focus on safe use in enterprise environments. Specifically:\u003C/p>\u003Cul style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a2e02fea-ed9c-421e-b793-7cc67cca4afb\" id=\"a2e02fea-ed9c-421e-b793-7cc67cca4afb\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"298edfb0-4127-48c9-a100-1a17254665f7\" id=\"298edfb0-4127-48c9-a100-1a17254665f7\">Access Control: Limit connected apps and access scopes by user or role\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"2b8e78fc-0072-4c60-9d4c-e065095fa396\" id=\"2b8e78fc-0072-4c60-9d4c-e065095fa396\">Logging: Administrators can track who connected what and which data was accessed\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"811c7987-a26a-4f7f-9a32-5f13d8b48d7a\" id=\"811c7987-a26a-4f7f-9a32-5f13d8b48d7a\">Data Protection: OpenAI clearly states that data accessed via Connectors will not be used for model training\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"be93e577-b171-4dff-b6aa-608e31d32517\" id=\"be93e577-b171-4dff-b6aa-608e31d32517\">This ensures companies can leverage Connectors securely in alignment with their IT governance requirements.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e7f4acf7-9c7c-4276-9106-097684441221\" id=\"e7f4acf7-9c7c-4276-9106-097684441221\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"4687a2c9-9c7c-4699-9fec-5e83aacd7b55\" id=\"4687a2c9-9c7c-4699-9fec-5e83aacd7b55\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"646b5811-1bdf-40aa-8bdd-8f038f3195a8\" id=\"646b5811-1bdf-40aa-8bdd-8f038f3195a8\" tabindex=\"-1\">\u003Cstrong>Future Outlook\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"335e26a8-598b-4c73-806c-13e5c79c00da\" id=\"335e26a8-598b-4c73-806c-13e5c79c00da\">Currently, the main use cases are “search and summarization,” but in the near future, updates and postings will also become possible.\u003Cbr>For example, ChatGPT will be able to handle command-like operations in natural language, such as “Report to my manager on Slack” or “Update the task in Jira.”\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"392882f5-25aa-4fe4-b1fe-60b74600f866\" id=\"392882f5-25aa-4fe4-b1fe-60b74600f866\">Currently, the main use cases are “search and summarization,” but in the near future, updates and postings will also become possible.\u003Cbr>For example, ChatGPT will be able to handle command-like operations in natural language, such as “Report to my manager on Slack” or “Update the task in Jira.”\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"549ed3bd-ac3c-4826-a81f-21a8738b553f\" id=\"549ed3bd-ac3c-4826-a81f-21a8738b553f\">\u003Ca href=\"https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\">https://help.openai.com/en/articles/11487775-connectors-in-chatgpt\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"892cf6e5-8128-4eab-a091-71cd14c9c17e\" id=\"892cf6e5-8128-4eab-a091-71cd14c9c17e\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"74af9e2e-4d7c-4ea2-8d38-9cf8f28a622f\" id=\"74af9e2e-4d7c-4ea2-8d38-9cf8f28a622f\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"eefd827a-6dbb-4d47-b4f0-733f8c07a01f\" id=\"eefd827a-6dbb-4d47-b4f0-733f8c07a01f\">The Connectors feature in ChatGPT represents the first step toward AI deeply integrating into business processes and actively supporting day-to-day operations.\u003Cbr>For companies, it has the potential to become a core function for visualizing, leveraging, and automating dispersed information.\u003Cbr>At GDX Inc., we are committed to adopting such technologies early to drive greater sophistication and efficiency in our operations.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":271,"ymd":272,"contents_type":7,"subject":273,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":274,"update_ymdhi":275,"topics_group_id":12,"slug":276,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":277,"thumbs":278,"wysiwyg":279},122,"2025-06-10","Glance partners with Samsung Galaxy Store to deliver a new AI-powered shopping experience in the U.S.","2025-07-17T18:43:43+09:00","2025-07-17T19:23:19+09:00","21-20250610",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750654/files/user/ページ：ニュース/TOPICS/21-20250610.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>\u003Cstrong>Introduction\u003C/strong>\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9814e42c-87d5-4087-965e-ef394e743f2a\" id=\"9814e42c-87d5-4087-965e-ef394e743f2a\">In today’s rapidly digitalizing world, mobile experiences centered on smartphones continue to evolve. Among the most noteworthy developments is the use of smartphone lock screens as a platform for information delivery and shopping. In June 2025, India-based mobile content platform Glance announced a partnership with Samsung Galaxy Store to launch an innovative AI shopping experience in the U.S. market. In this article, we take a closer look at the background of this partnership, the details of the new shopping experience, and what it could mean for the future.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://glance.com/us/newsroom/pressrelease/glance-samsung-galaxy-store-ai-shopping-experience-us\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://glance.com/us/newsroom/pressrelease/glance-samsung-galaxy-store-ai-shopping-experience-us\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5e0457ba-7b68-4223-826d-c0bddeb96fc5\" id=\"5e0457ba-7b68-4223-826d-c0bddeb96fc5\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"962f6c80-d300-4544-839d-4e8bc31968e2\" id=\"962f6c80-d300-4544-839d-4e8bc31968e2\" tabindex=\"-1\">\u003Cstrong>What is Glance?\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"488470c1-e1f7-42db-90d3-014658fc6e0e\" id=\"488470c1-e1f7-42db-90d3-014658fc6e0e\">Founded in India in 2019, Glance is a company that delivers a wide range of content—including news, entertainment, games, and shopping—directly to smartphone lock screens. By turning the lock screen, something users see every day, into a media channel, Glance makes it possible to access fresh updates and product recommendations without opening any apps. Having achieved tremendous success in India and across Asia, Glance has already acquired hundreds of millions of users.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://glance.com/us/newsroom/pressrelease/glance-samsung-galaxy-store-ai-shopping-experience-us\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://glance.com/us/newsroom/pressrelease/glance-samsung-galaxy-store-ai-shopping-experience-us\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6638fd15-9ada-489e-8b08-b5f53d8577e4\" id=\"6638fd15-9ada-489e-8b08-b5f53d8577e4\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6477bc80-0c1a-4ea0-8dc1-8355b48efc77\" id=\"6477bc80-0c1a-4ea0-8dc1-8355b48efc77\" tabindex=\"-1\">\u003Cstrong>Background of the partnership with Samsung Galaxy Store\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"598ae0b7-e1f9-41d3-9dbf-4ad22c2e1ba8\" id=\"598ae0b7-e1f9-41d3-9dbf-4ad22c2e1ba8\">This partnership aims to expand Glance’s services to U.S. Galaxy users via the Samsung Galaxy Store. Samsung commands a strong global presence with its Galaxy smartphones, holding a significant market share and a wide user base in the U.S. For Glance, teaming up with Samsung marks a major step in its global expansion and offers the opportunity to bring AI-powered personalized shopping experiences to a larger audience.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://www.passionateinmarketing.com/glance-and-samsung-galaxy-store-partner-to-redefine-mobile-commerce-launching-a-new-ai-shopping-experience-for-samsung-users-in-the-us/\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://www.passionateinmarketing.com/glance-and-samsung-galaxy-store-partner-to-redefine-mobile-commerce-launching-a-new-ai-shopping-experience-for-samsung-users-in-the-us/\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9b622825-1862-467f-8062-82a48257fd28\" id=\"9b622825-1862-467f-8062-82a48257fd28\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cbe18103-3e74-41ae-a94d-65c38b3c5f22\" id=\"cbe18103-3e74-41ae-a94d-65c38b3c5f22\" tabindex=\"-1\">\u003Cstrong>What is the new AI shopping experience?\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"da6b54b9-edf5-462f-925f-7e50e5c017b0\" id=\"da6b54b9-edf5-462f-925f-7e50e5c017b0\">Unlike traditional app-based shopping, Glance’s AI-driven shopping experience starts right on the smartphone lock screen. With a single glance, users can instantly see AI-curated product recommendations and special offers tailored to their interests. If they find something appealing, they can tap once to go directly to the product page and complete the purchase seamlessly.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"73798fd9-bef1-4fcf-a56f-373ffc9cf290\" id=\"73798fd9-bef1-4fcf-a56f-373ffc9cf290\">Behind this convenience lies Glance’s proprietary AI engine, which analyzes user interests and purchase history to deliver more precise recommendations. As a result, users enjoy a shopping experience where the information they want is readily available the moment they unlock their phones.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://www.passionateinmarketing.com/glance-and-samsung-galaxy-store-partner-to-redefine-mobile-commerce-launching-a-new-ai-shopping-experience-for-samsung-users-in-the-us/\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://www.passionateinmarketing.com/glance-and-samsung-galaxy-store-partner-to-redefine-mobile-commerce-launching-a-new-ai-shopping-experience-for-samsung-users-in-the-us/\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"0d465f38-0b62-44fa-903a-bfc1a8feeac6\" id=\"0d465f38-0b62-44fa-903a-bfc1a8feeac6\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cd8dd3d6-ff35-4018-844b-cddf505927c1\" id=\"cd8dd3d6-ff35-4018-844b-cddf505927c1\" tabindex=\"-1\">\u003Cstrong>Significance for the U.S. market\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7a8790df-e92e-4ff1-9ee2-93476a987c03\" id=\"7a8790df-e92e-4ff1-9ee2-93476a987c03\">Until now, most smartphone-based shopping in the U.S. has relied on apps, requiring users to open an app, search, add items to a cart, and complete checkout. Glance’s lock screen–based approach shortens these steps and creates a smoother experience. For digital-native generations, especially Gen Z, who are accustomed to getting instant information when unlocking their phones, this service has the potential to make a strong impact.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"65ee06a3-701d-47f4-9b54-728ae3460c6c\" id=\"65ee06a3-701d-47f4-9b54-728ae3460c6c\">\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://tech.yahoo.com/home/articles/galaxy-store-shopping-treat-samsung-172515502.html\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://tech.yahoo.com/home/articles/galaxy-store-shopping-treat-samsung-172515502.html\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c00239b7-e4f3-4fa4-bd0d-1715c1472314\" id=\"c00239b7-e4f3-4fa4-bd0d-1715c1472314\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"0710f2e5-6bb3-44db-b1e2-98e4c125ec42\" id=\"0710f2e5-6bb3-44db-b1e2-98e4c125ec42\" tabindex=\"-1\">\u003Cstrong>Future outlook\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e548db4a-429f-491e-8955-b6b2936b15b8\" id=\"e548db4a-429f-491e-8955-b6b2936b15b8\">The Glance–Samsung partnership could set a new standard for smartphone experiences worldwide. Leveraging its success and expertise in India and Asia, Glance aims to grow its user base in the U.S. Meanwhile, AI personalization technologies will continue to advance, enabling even more tailored shopping experiences for each individual user.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://tech.yahoo.com/home/articles/galaxy-store-shopping-treat-samsung-172515502.html\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://tech.yahoo.com/home/articles/galaxy-store-shopping-treat-samsung-172515502.html\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"dc805c11-9e78-4975-bb7f-459f404ff6fc\" id=\"dc805c11-9e78-4975-bb7f-459f404ff6fc\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3ca572ee-1ee8-4038-864a-3423d6de2c92\" id=\"3ca572ee-1ee8-4038-864a-3423d6de2c92\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d08f9eca-64ab-4d0e-9273-b3d0a8b6512d\" id=\"d08f9eca-64ab-4d0e-9273-b3d0a8b6512d\">Glance’s new AI shopping experience, launched in partnership with Samsung Galaxy Store in the U.S., has the potential to transform how smartphone users shop. By delivering personalized information and product recommendations directly from the lock screen—a space integrated into daily life—Glance creates a seamless, innovative, and highly engaging shopping experience. The market’s response to this new approach will be closely watched in the months ahead.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://glance.com/us/newsroom/pressrelease/glance-samsung-galaxy-store-ai-shopping-experience-us\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://glance.com/us/newsroom/pressrelease/glance-samsung-galaxy-store-ai-shopping-experience-us\u003C/u>\u003C/a>\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":281,"ymd":282,"contents_type":7,"subject":283,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":284,"update_ymdhi":285,"topics_group_id":12,"slug":286,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":287,"thumbs":288,"wysiwyg":289},120,"2025-06-03","What is AI Edge Gallery? – A Platform Expanding the Potential of AI Applications","2025-07-17T18:42:44+09:00","2025-07-17T19:23:36+09:00","21-20250603",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750654/files/user/ページ：ニュース/TOPICS/21-20250603.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>This time, we’d like to introduce AI Edge Gallery, a platform designed to make AI implementation easier and faster. AI Edge Gallery helps accelerate the development and deployment of edge AI applications.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"d0787f69-8e1e-4088-a7cc-c386a7322c5f\" id=\"d0787f69-8e1e-4088-a7cc-c386a7322c5f\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"cc61b7e0-4dc0-4140-b622-c9aee126c093\" id=\"cc61b7e0-4dc0-4140-b622-c9aee126c093\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fc9979a0-f1de-45c6-a7ff-8582ca084119\" id=\"fc9979a0-f1de-45c6-a7ff-8582ca084119\">With the rapid advancement of AI technology in recent years, its use is expanding beyond the cloud to include IoT devices, industrial equipment, and other edge environments. In this context, developers and businesses increasingly seek AI applications that are easy to test and ready to apply. AI Edge Gallery has gained attention across industries as a platform that makes this possible.\u003Cbr>Source: https://japan.zdnet.com/article/35233738/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"ff8a29d4-cdcb-410e-9a27-99f741c83d02\" id=\"ff8a29d4-cdcb-410e-9a27-99f741c83d02\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"2adad590-136f-4db1-8d5a-267ebf5cea3b\" id=\"2adad590-136f-4db1-8d5a-267ebf5cea3b\" tabindex=\"-1\">\u003Cstrong>AI Edge Galleryとは？\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"12f63eb9-b416-4ce2-9bc8-560f3a1396ff\" id=\"12f63eb9-b416-4ce2-9bc8-560f3a1396ff\">AI Edge Gallery is an open-source platform provided by Intel that enables developers to quickly develop, test, and share AI applications. Its key features include:\u003C/p>\u003Col style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);counter-reset:num 0;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9d91d1b4-7108-444c-90cf-fc488c2fc2e4\" id=\"9d91d1b4-7108-444c-90cf-fc488c2fc2e4\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"5a62fd6e-f9ca-41bf-ba94-13f16a49e07f\" id=\"5a62fd6e-f9ca-41bf-ba94-13f16a49e07f\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Diverse Sample Applications\u003C/strong>\u003Cbr>It offers a wide range of sample AI applications, including facial recognition, object detection, and speech recognition. Developers can easily find samples suited to their needs and rapidly build prototypes.\u003Cbr>Source: https://japan.zdnet.com/article/35233738/\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"b988e69d-a7ff-4220-ae48-a272f280e309\" id=\"b988e69d-a7ff-4220-ae48-a272f280e309\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Partnership Integration\u003C/strong>\u003Cbr>AI Edge Gallery emphasizes collaboration with ecosystem partners, making it simple to adopt partner-developed AI solutions.\u003Cbr>Source: https://gigazine.net/gsc_news/en/20250602-google-ai-edge-gallery/\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"b84880aa-f4de-41f9-883a-4f3040c4c0e0\" id=\"b84880aa-f4de-41f9-883a-4f3040c4c0e0\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Open-Source Extensibility\u003C/strong>\u003Cbr>With its code available on GitHub, users can extend and improve applications on their own and share them with the community. This accelerates growth across the entire AI ecosystem.\u003Cbr>Source: https://gigazine.net/gsc_news/en/20250602-google-ai-edge-gallery/\u003C/p>\u003C/li>\u003C/ol>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"1f4f77b1-33b7-48f5-b77a-479cb9d3b012\" id=\"1f4f77b1-33b7-48f5-b77a-479cb9d3b012\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b1c29d3e-d7eb-4a7d-a1a5-9ea523ac35bc\" id=\"b1c29d3e-d7eb-4a7d-a1a5-9ea523ac35bc\" tabindex=\"-1\">\u003Cstrong>Potential for Industrial Applications\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c373a93f-55ba-4689-8eb0-62813ce68566\" id=\"c373a93f-55ba-4689-8eb0-62813ce68566\">AI Edge Gallery is being used in industries such as manufacturing, healthcare, smart cities, and retail. For example, it supports defective product detection through smart cameras and real-time video analytics for monitoring solutions—helping to address real-world challenges directly on-site.\u003Cbr>Source: https://japan.zdnet.com/article/35233738/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c658c530-712f-4268-a59a-42ef12ab3d1e\" id=\"c658c530-712f-4268-a59a-42ef12ab3d1e\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6d3c4263-1e30-4244-a81d-4d27b6a75017\" id=\"6d3c4263-1e30-4244-a81d-4d27b6a75017\" tabindex=\"-1\">\u003Cstrong>Future Outlook\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"67afff20-6207-4bb5-9b80-7083c5bf7379\" id=\"67afff20-6207-4bb5-9b80-7083c5bf7379\">Looking ahead, AI Edge Gallery is expected to expand compatibility with more hardware and AI frameworks, encouraging adoption across a wider range of industries. The continued growth of its developer community will further energize the open-source AI ecosystem.。\u003Cbr>Source: https://ai.google.dev/edge\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"19a594a4-c8ee-48a1-9ad7-97a9eea3b616\" id=\"19a594a4-c8ee-48a1-9ad7-97a9eea3b616\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"45fd5373-89ea-4b50-8279-fcb38d5c0dc6\" id=\"45fd5373-89ea-4b50-8279-fcb38d5c0dc6\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"83e09a7b-c854-43ce-a9de-a1d7483073b1\" id=\"83e09a7b-c854-43ce-a9de-a1d7483073b1\">AI Edge Gallery is a powerful platform that streamlines the development and deployment of AI applications. For developers, it is a valuable tool that accelerates AI adoption in edge environments. As industries continue to embrace AI, the role of AI Edge Gallery is set to become even more significant.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":291,"ymd":292,"contents_type":7,"subject":293,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":294,"update_ymdhi":295,"topics_group_id":12,"slug":296,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":297,"thumbs":298,"wysiwyg":299},116,"2025-05-20","Amazon’s New Robot “Vulcan”: A Next-Generation Warehouse Robot with Touch","2025-07-17T18:40:42+09:00","2025-07-17T19:24:08+09:00","21-20250520",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750653/files/user/ページ：ニュース/TOPICS/21-20250520.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>In this article, we take a closer look at Vulcan, Amazon’s next-generation warehouse robot announced in May 2025. As a robot equipped with a sense of touch, Vulcan is set to redefine warehouse automation and make a significant impact on the logistics industry.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"34958b7d-9eef-4fd5-9248-04c37bdf5ab7\" id=\"34958b7d-9eef-4fd5-9248-04c37bdf5ab7\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"da9c1dc1-79c2-41d5-8f71-15ca727e2704\" id=\"da9c1dc1-79c2-41d5-8f71-15ca727e2704\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"414c4a55-2144-48a2-9b7d-e0e444b1a36d\" id=\"414c4a55-2144-48a2-9b7d-e0e444b1a36d\">The automation of warehouse operations has accelerated in recent years, driven by the rapid growth of e-commerce. Amazon has previously introduced innovations such as the Kiva system and the robotic arm Sparrow, but Vulcan takes automation a step further by integrating these technologies with the ability to mimic the human sense of touch. So, what exactly makes Vulcan so revolutionary?\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"http://xtech.nikkei.com/atcl/nxt/column/18/02252/112300002/\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>http://xtech.nikkei.com/atcl/nxt/column/18/02252/112300002/\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"65eaee45-d212-4c75-8f32-2da3be7ad28a\" id=\"65eaee45-d212-4c75-8f32-2da3be7ad28a\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"54a85692-5b87-45ac-a136-39b20d04e2a8\" id=\"54a85692-5b87-45ac-a136-39b20d04e2a8\" tabindex=\"-1\">\u003Cstrong>Technical Features of Vulcan\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"62caade7-313d-4372-a3d5-20640b45c34e\" id=\"62caade7-313d-4372-a3d5-20640b45c34e\">The defining feature of Vulcan is its tactile sensors. These sensors allow the robot to detect hardness, shape, and slipperiness, enabling it to grip objects with just the right amount of force. Traditional robots, which relied heavily on vision systems and mechanical grippers, often struggled with irregularly shaped or fragile items. Vulcan, however, can handle such delicate tasks with precision.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"91ad1490-c88a-4608-b531-d6641138fb02\" id=\"91ad1490-c88a-4608-b531-d6641138fb02\">Another key feature is AI-driven real-time motion optimization. By analyzing past performance data, Vulcan continuously learns and adjusts its movements, improving operational efficiency. This capability is powered by Amazon’s vast logistics data and cloud computing infrastructure.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://www.aboutamazon.com/news/operations/amazon-vulcan-robot-pick-stow-touch\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://www.aboutamazon.com/news/operations/amazon-vulcan-robot-pick-stow-touch\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9c14916b-d84f-49bd-bfcf-820c03f5ccec\" id=\"9c14916b-d84f-49bd-bfcf-820c03f5ccec\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"f8d2ae0f-5f85-4e58-a5d4-9c6cb3011bb2\" id=\"f8d2ae0f-5f85-4e58-a5d4-9c6cb3011bb2\" tabindex=\"-1\">\u003Cstrong>Background and Purpose of Deployment\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"39da4582-4719-4070-ab69-33e6da5119df\" id=\"39da4582-4719-4070-ab69-33e6da5119df\">Amazon faces growing challenges of labor shortages and increasingly complex operations in its fulfillment centers worldwide. During peak shopping seasons in particular, the demand for workers in picking and packing surges. Vulcan is designed to address these issues.。\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"0ab8d8eb-576c-484d-8275-4cffe07210f8\" id=\"0ab8d8eb-576c-484d-8275-4cffe07210f8\">In fact, trial deployments in several U.S. warehouses have already shown promising results, with reports indicating a 25% improvement in efficiency compared to previous systems. Amazon plans to roll out Vulcan to major facilities worldwide in the coming years.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://www.aboutamazon.com/news/operations/amazon-vulcan-robot-pick-stow-touch\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://www.aboutamazon.com/news/operations/amazon-vulcan-robot-pick-stow-touch\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"dc068cae-d37d-4305-933d-85def229fff4\" id=\"dc068cae-d37d-4305-933d-85def229fff4\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"142967ea-61e0-4cb4-9b35-899c8cb74946\" id=\"142967ea-61e0-4cb4-9b35-899c8cb74946\" tabindex=\"-1\">\u003Cstrong>Impact on Society and Future Outlook\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fbd863f5-dca7-4541-be96-3c80d97c6db9\" id=\"fbd863f5-dca7-4541-be96-3c80d97c6db9\">The introduction of Vulcan has implications beyond logistics. Its tactile technology opens possibilities for use in manufacturing, healthcare, elder care, and disaster response—fields where delicate handling is essential and robots have traditionally faced limitations.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"891ab7b2-8b4e-4149-a160-3b7f3e1386cd\" id=\"891ab7b2-8b4e-4149-a160-3b7f3e1386cd\">At the same time, concerns remain about the impact on employment. While Amazon emphasizes that “robots are meant to complement human work, not replace it,” the automation of repetitive tasks will inevitably accelerate shifts in the skills required for human workers.\u003Cbr>\u003Ca style=\"background-color:initial;background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:inherit;cursor:pointer;margin:0px;padding:0px;\" href=\"https://www.aboutamazon.com/news/operations/amazon-vulcan-robot-pick-stow-touch\" target=\"_blank\" rel=\"noopener noreferrer nofollow\">\u003Cu>https://www.aboutamazon.com/news/operations/amazon-vulcan-robot-pick-stow-touch\u003C/u>\u003C/a>\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7c053778-495b-4d76-b88e-705912a09e10\" id=\"7c053778-495b-4d76-b88e-705912a09e10\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"89b9e73a-79cb-4579-b88e-66a5605a8e61\" id=\"89b9e73a-79cb-4579-b88e-66a5605a8e61\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6045c3be-7a85-4daa-95de-9655ffd4f9a3\" id=\"6045c3be-7a85-4daa-95de-9655ffd4f9a3\">Amazon’s Vulcan is more than just another step toward warehouse efficiency—it represents a new generation of autonomous robots that can “feel” like humans. Its adoption is expected to reshape not only logistics but also a wide range of industries. How technology and people will evolve together in this new era remains an important question, and one well worth watching.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":301,"ymd":302,"contents_type":7,"subject":303,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":304,"update_ymdhi":305,"topics_group_id":12,"slug":306,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":307,"thumbs":308,"wysiwyg":309},114,"2025-05-15","Google’s Latest AI “Gemini 2.5 Pro”: Exploring Its Advancements and Potential","2025-07-17T18:39:47+09:00","2025-07-17T19:24:23+09:00","21-20250515",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750653/files/user/ページ：ニュース/TOPICS/21-20250515.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>In this article, we take an in-depth look at Gemini 2.5 Pro, Google’s newest AI model unveiled in 2025. Backed by official information, we will cover its technical features, use cases, comparisons with competitors, and future prospects. Among the Gemini series, this model is particularly noteworthy, positioning itself as a strong contender against large language models (LLMs) such as GPT-4 and Claude 3, and gaining widespread attention across industries.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"89c43b6f-f370-4e56-8c72-93f52121c920\" id=\"89c43b6f-f370-4e56-8c72-93f52121c920\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"8013b4ea-0c74-4410-a59c-228209454f78\" id=\"8013b4ea-0c74-4410-a59c-228209454f78\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"52439cc3-f427-4bd8-b282-69869a002325\" id=\"52439cc3-f427-4bd8-b282-69869a002325\">Since the launch of Gemini 1 at the end of 2023, Google DeepMind has continually refined its models. The culmination of these efforts is Gemini 2.5 Pro, released in March 2025. With enhanced multimodal capabilities and advanced reasoning skills, it significantly outperforms the earlier Gemini 1.5 Pro. Notable improvements include long-context processing, code generation, multi-turn dialogue consistency, and task execution performance【Andcontents】.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"05640c55-4baf-45db-8616-779c1ab15012\" id=\"05640c55-4baf-45db-8616-779c1ab15012\">Source: https://andcontents.com/google-gemini-2-5/?utm_source=chatgpt.com#google_vignette\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"4e84598b-7789-4d24-be9e-1a273a0632ea\" id=\"4e84598b-7789-4d24-be9e-1a273a0632ea\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"55ecfe16-6cca-4bc7-bb51-d0393fb11367\" id=\"55ecfe16-6cca-4bc7-bb51-d0393fb11367\" tabindex=\"-1\">\u003Cstrong>Technical Features of Gemini 2.5 Pro\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e4fdd75c-a3a3-4ce4-8e64-f5fa669a669a\" id=\"e4fdd75c-a3a3-4ce4-8e64-f5fa669a669a\">Gemini 2.5 Pro supports a context length of up to 1,000,000 tokens—over ten times the capacity of previous models. It achieves benchmark scores on par with or exceeding OpenAI’s GPT-4 Turbo across domains such as search, coding, mathematics, reasoning, and multimodal tasks.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5a1132d7-0fc4-4faa-a8d4-e53d047b8e8d\" id=\"5a1132d7-0fc4-4faa-a8d4-e53d047b8e8d\">The model is also embedded in Gemini Advanced, Google’s AI assistant, offering seamless integration with Google Workspace (Gmail, Docs, Sheets, and more) to enhance professional productivity.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"44dac30d-d733-4a43-9039-2beb03355512\" id=\"44dac30d-d733-4a43-9039-2beb03355512\">Source: https://blog.google/intl/ja-jp/company-news/technology/gemini-25-pro/?utm_source=chatgpt.com\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7e6af3ac-d2b3-49ee-9503-0ec5d8fe6ab0\" id=\"7e6af3ac-d2b3-49ee-9503-0ec5d8fe6ab0\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3f20648e-5c33-4d04-ad65-3acf09bb7949\" id=\"3f20648e-5c33-4d04-ad65-3acf09bb7949\" tabindex=\"-1\">\u003Cstrong>Advances in Multimodal Processing\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"ca19454b-2128-43b0-821b-39050548afe8\" id=\"ca19454b-2128-43b0-821b-39050548afe8\">Built on a native multimodal architecture, Gemini 2.5 Pro processes text, images, audio, and code together, enabling more natural, context-aware outputs. Compared to text-only models, it better handles complex real-world scenarios.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c7f822b3-1559-4052-8c75-9bd8fadc1fde\" id=\"c7f822b3-1559-4052-8c75-9bd8fadc1fde\">This is particularly valuable in fields such as healthcare, legal services, and engineering, where integration of text with images and technical documents is essential.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b98167c9-c10e-4178-90db-82492eec4f06\" id=\"b98167c9-c10e-4178-90db-82492eec4f06\">Source: https://innovatopia.jp/ai/ai-news/52004/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6e1eb7ca-ad7a-4b91-89de-99eecc179ffa\" id=\"6e1eb7ca-ad7a-4b91-89de-99eecc179ffa\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9b327b41-27ef-4616-87c9-4c8f0e88b27a\" id=\"9b327b41-27ef-4616-87c9-4c8f0e88b27a\" tabindex=\"-1\">\u003Cstrong>Gemini Advanced and Workspace Integration\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e6db18e1-92be-4480-86fc-84f4ddd34268\" id=\"e6db18e1-92be-4480-86fc-84f4ddd34268\">Google offers Gemini 2.5 Pro through its Gemini Advanced service within the Google One subscription, directly integrated with Gmail, Docs, and Sheets.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bd39a604-3474-4b78-bc40-3b4406a4fbcb\" id=\"bd39a604-3474-4b78-bc40-3b4406a4fbcb\">This enables users to automate tasks such as meeting notes, email drafting, and spreadsheet analysis, saving significant time and boosting efficiency.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b76f137c-3e73-4fbf-ba0e-3949b6b95c3d\" id=\"b76f137c-3e73-4fbf-ba0e-3949b6b95c3d\">Source: https://one.google.com/intl/ja/about/ai-premium/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"1cae8caa-b956-4ff8-b4b4-f81bb661ba9c\" id=\"1cae8caa-b956-4ff8-b4b4-f81bb661ba9c\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a40d3178-0e64-46bb-9c12-5793d74b660f\" id=\"a40d3178-0e64-46bb-9c12-5793d74b660f\" tabindex=\"-1\">\u003Cstrong>Gemini 2.5 Pro vs. GPT-4\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"8a8b4a62-3ca3-4284-bb03-0a5d0b11036c\" id=\"8a8b4a62-3ca3-4284-bb03-0a5d0b11036c\">Benchmarks show Gemini 2.5 Pro performing strongly against OpenAI’s GPT-4 Turbo. In code generation and multi-step reasoning, Gemini has a slight edge, while creative writing and conversational fluency remain strengths of GPT-4.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9e00e898-7b3c-4a8b-90b0-728b6fe776a1\" id=\"9e00e898-7b3c-4a8b-90b0-728b6fe776a1\">A major differentiator is Gemini’s integration with Google Search and YouTube, enabling broader information retrieval and presentation.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"24966c39-6e34-42cb-ae40-fb867807e1ec\" id=\"24966c39-6e34-42cb-ae40-fb867807e1ec\">Source: https://innovatopia.jp/ai/ai-news/52004/\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"daf834de-5f1f-4f29-92b2-2f5b9ee5f2da\" id=\"daf834de-5f1f-4f29-92b2-2f5b9ee5f2da\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3cfed4a6-71ca-487c-afdb-afc64091ed1a\" id=\"3cfed4a6-71ca-487c-afdb-afc64091ed1a\" tabindex=\"-1\">\u003Cstrong>Use Cases and Future Outlook\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3de68a6f-0736-4f44-944f-515fdbf97d62\" id=\"3de68a6f-0736-4f44-944f-515fdbf97d62\">Gemini 2.5 Proは、ビジネス、教育、研究、開発など幅広い分野での活用が見込まれています。特に注目されているのは、以下のユースケースです：\u003C/p>\u003Cul style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"64ba78f2-6469-4c0a-a673-68268682e5b9\" id=\"64ba78f2-6469-4c0a-a673-68268682e5b9\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"8f724623-a344-4a6f-bce4-97fa71e203b5\" id=\"8f724623-a344-4a6f-bce4-97fa71e203b5\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Business\u003C/strong>：Automated sales materials, customer support chatbots\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"765914dd-0ade-4f04-bd82-8ff9a566df6b\" id=\"765914dd-0ade-4f04-bd82-8ff9a566df6b\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Education\u003C/strong>： Personalized tutoring, learning content creation\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"5aba2282-67cc-463c-9477-8ed481c04a4a\" id=\"5aba2282-67cc-463c-9477-8ed481c04a4a\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Research\u003C/strong>： Literature summarization, hypothesis generation\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"ac4554e0-7630-4a6d-881f-ca889be213b2\" id=\"ac4554e0-7630-4a6d-881f-ca889be213b2\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Programming\u003C/strong>： Code generation, debugging, and reviews\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"06ea089a-fb99-4acf-9a57-f94829592e92\" id=\"06ea089a-fb99-4acf-9a57-f94829592e92\">Looking ahead, Google is exploring on-device deployment and developing the next-generation Gemini 3 series, aiming to further democratize access to advanced AI.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"888c7cdf-8361-42a0-ad50-6d9335eae0a1\" id=\"888c7cdf-8361-42a0-ad50-6d9335eae0a1\">Source: https://www.wired.com/story/android-16-gemini-new-features/?utm_source=chatgpt.com\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"2087daa2-6c92-4855-9c19-01d08bb66bd4\" id=\"2087daa2-6c92-4855-9c19-01d08bb66bd4\">\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a6456677-45be-4215-b693-a9cc773ad20b\" id=\"a6456677-45be-4215-b693-a9cc773ad20b\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"49cdca26-a6ed-4ad4-a0dc-b6e702df5f47\" id=\"49cdca26-a6ed-4ad4-a0dc-b6e702df5f47\">Gemini 2.5 Pro represents the pinnacle of Google’s AI advancements, offering flexibility across diverse use cases and seamless compatibility with existing tools. It is already reshaping how AI is integrated into business, education, and research. At GDX Inc., we will continue to monitor and share insights on the latest AI trends and their impact on society.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":311,"ymd":312,"contents_type":7,"subject":313,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":314,"update_ymdhi":315,"topics_group_id":12,"slug":316,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":317,"thumbs":318,"wysiwyg":319},113,"2025-04-15","OpenAI Academy: A Free AI Learning Platform for Everyone","2025-07-17T18:38:52+09:00","2025-07-17T19:24:37+09:00","21-20250415",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750653/files/user/ページ：ニュース/TOPICS/21-20250415.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">\u003Cspan style=\"background-color:rgb(255,255,255);color:rgb(8,19,26);\">\u003Cspan style=\"-webkit-text-stroke-width:0px;display:inline !important;float:none;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;orphans:2;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\">Hello, this is the AI Research team at GDX Inc.\u003C/span>\u003C/span>\u003Cbr>\u003Cbr>\u003Cstrong>Overview and Purpose\u003C/strong>\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"63593f52-a5b8-412e-830f-7cd8fbc5866f\" id=\"63593f52-a5b8-412e-830f-7cd8fbc5866f\">OpenAI Academy is a free online platform dedicated to making AI education accessible to all. Founded in line with OpenAI’s mission to “ensure AI benefits all of humanity,” the Academy targets educators, students, job seekers, nonprofit leaders, and small business owners【MiraLab.inc】.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5686613f-cb42-4270-9ee9-88665ba855c1\" id=\"5686613f-cb42-4270-9ee9-88665ba855c1\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"77d87bf9-33da-4336-a84d-57e56d80bf82\" id=\"77d87bf9-33da-4336-a84d-57e56d80bf82\" tabindex=\"-1\">\u003Cstrong>Content and Learning Formats\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"ba988ef5-e266-49fe-9812-8e87792fee8f\" id=\"ba988ef5-e266-49fe-9812-8e87792fee8f\">OpenAI Academy provides a variety of resources【GPT Master】:\u003C/p>\u003Cul style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"de71dc04-a941-430a-acf5-030d746779e0\" id=\"de71dc04-a941-430a-acf5-030d746779e0\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"3068796a-2e24-4b26-a268-014056b83e59\" id=\"3068796a-2e24-4b26-a268-014056b83e59\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">On-demand video courses\u003C/strong>：covering ChatGPT basics, prompt engineering, and AI in education\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"db1de830-ff33-4265-b702-78e69ddf24bd\" id=\"db1de830-ff33-4265-b702-78e69ddf24bd\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Live events\u003C/strong>：such as nonprofit-focused seminars and AI workshops for seniors\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"9d067ca2-ab02-4791-aa0b-1d52297cbd70\" id=\"9d067ca2-ab02-4791-aa0b-1d52297cbd70\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Hands-on tutorials\u003C/strong>：including guidance on using tools like Sora and applying AI in the workplace\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7d65f0d7-da2a-4fa0-8e6a-d1223890b544\" id=\"7d65f0d7-da2a-4fa0-8e6a-d1223890b544\">Currently available in English, the platform plans to expand to multilingual support.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"865c5769-2cee-4b0d-8935-84f69097388c\" id=\"865c5769-2cee-4b0d-8935-84f69097388c\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fa9f927f-d4ea-4dd3-a7d2-825f73babe9a\" id=\"fa9f927f-d4ea-4dd3-a7d2-825f73babe9a\" tabindex=\"-1\">\u003Cstrong>Accessibility and Diversity\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bdb6c415-6b19-4d55-a3cc-8aa3c66957e3\" id=\"bdb6c415-6b19-4d55-a3cc-8aa3c66957e3\">The platform is free for everyone, regardless of age, expertise, or location. Registration requires only a name and email address, after which all content is available without restriction. Learning paths are organized by skill level, making it suitable for both beginners and professionals【OpenAI Academy】.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"bc346ab2-cd6b-4910-a3eb-9267cdafa9c0\" id=\"bc346ab2-cd6b-4910-a3eb-9267cdafa9c0\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e8074fc9-727b-4e41-8f78-95a4105f090d\" id=\"e8074fc9-727b-4e41-8f78-95a4105f090d\" tabindex=\"-1\">\u003Cstrong>Practical Skills and Community Building\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"52f7ce47-705f-478e-9966-91dcc938b54e\" id=\"52f7ce47-705f-478e-9966-91dcc938b54e\">Beyond knowledge sharing, OpenAI Academy emphasizes practical skill development and community connections. Learners can join Community Groups to collaborate on projects and discussions. They also gain opportunities to engage with OpenAI experts and external innovators【GPT Master】.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a0aeb472-341b-4515-b476-9ec060516b49\" id=\"a0aeb472-341b-4515-b476-9ec060516b49\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"5923e56c-76ee-4ff6-82e8-ee42cc6c4beb\" id=\"5923e56c-76ee-4ff6-82e8-ee42cc6c4beb\" tabindex=\"-1\">\u003Cstrong>Future Outlook and Multilingual Support\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"c18f84d4-501a-4976-871f-983baccee467\" id=\"c18f84d4-501a-4976-871f-983baccee467\">Over the coming months, OpenAI plans to expand the Academy by partnering with universities, workforce organizations, and mission-driven nonprofits such as Georgia Tech, Miami Dade College, Goodwill, and AARP’s OATS program. These collaborations will include in-person AI literacy workshops to broaden reach【XenoSpectrum】【MiraLab.inc】.\u003C/p>\u003Chr style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-bottom:1px solid rgba(8, 19, 26, 0.22);border-image:initial;border-left-style:none;border-right-style:none;border-top-style:none;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;height:0px;letter-spacing:normal;margin:36px 0px;orphans:2;overflow:visible;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"fc682708-186f-417a-be18-1a82049e1963\" id=\"fc682708-186f-417a-be18-1a82049e1963\">\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:36px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3fee4dd1-2263-4ef6-80c9-988993ca407a\" id=\"3fee4dd1-2263-4ef6-80c9-988993ca407a\" tabindex=\"-1\">\u003Cstrong>Conclusion: Democratizing AI Education\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7d02b577-67fb-4a72-8cfe-b255df2e9814\" id=\"7d02b577-67fb-4a72-8cfe-b255df2e9814\">OpenAI Academy marks a significant step toward shifting AI literacy from being a privilege of the few to a right for everyone. As AI becomes integral to society, access to free, high-quality AI education ensures that individuals are empowered to thrive in the AI era【4GPT Master】.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":321,"ymd":322,"contents_type":7,"subject":323,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":324,"update_ymdhi":325,"topics_group_id":12,"slug":326,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":16,"contents_type_slug":17,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":327,"thumbs":328,"wysiwyg":329},111,"2025-04-04","ChatGPT Now Generates Ghibli-Style Images! A Deep Dive into the Major Spring 2024 Update","2025-07-17T18:37:50+09:00","2025-07-17T19:24:55+09:00","21-20250404",[7],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750653/files/user/ページ：ニュース/TOPICS/21-20250404.jpg","\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\" id=\"58fd66ad-351d-4d9e-9e92-6c68ce274ca3\">Hello, this is the AI Research team at GDX Inc.\u003C/p>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"b75a40a5-ba7d-400e-9476-2dcbac451fd3\" id=\"b75a40a5-ba7d-400e-9476-2dcbac451fd3\" tabindex=\"-1\">\u003Cstrong>Introduction\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"9bb4cb46-7f59-49c9-83de-884a2d6dc54e\" id=\"9bb4cb46-7f59-49c9-83de-884a2d6dc54e\">In March 2024, OpenAI announced its latest model, GPT-4o, bringing a major upgrade to image generation capabilities. With this update, users can now create high-quality images directly from text prompts, and one feature that has drawn particular attention is the ability to reproduce art in a Studio Ghibli–like style【https://shift-ai.co.jp/blog/18977/?utm_source=chatgpt.com】.\u003C/p>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"357369b4-6c62-4886-b749-2e8963c5a115\" id=\"357369b4-6c62-4886-b749-2e8963c5a115\" tabindex=\"-1\">\u003Cstrong>Key Features of GPT-4o\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"43f4a9ab-f09d-475a-9cd5-0f5f9f3af0b2\" id=\"43f4a9ab-f09d-475a-9cd5-0f5f9f3af0b2\">GPT-4o is a multimodal AI model capable of processing text, images, and audio. Replacing the older DALL·E 3, it delivers more realistic and detailed image generation. By combining text with visuals, users can now create more sophisticated content, greatly enhancing the overall experience【https://romptn.com/article/23654?utm_source=chatgpt.com】.\u003C/p>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"78f29aa5-0acc-43a1-b21d-ce6578fb2995\" id=\"78f29aa5-0acc-43a1-b21d-ce6578fb2995\" tabindex=\"-1\">\u003Cstrong>How to Use the Image Generation Feature\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"af6e32e6-ec4c-4c06-82a0-7753ec5f994b\" id=\"af6e32e6-ec4c-4c06-82a0-7753ec5f994b\">The GPT-4o image generation tool is available to ChatGPT Plus ($20/month) and Pro ($200/month) subscribers. Here’s how to access it【https://www.tomsguide.com/ai/how-to-make-images-using-chatgpt-4o-model?utm_source=chatgpt.com】:\u003C/p>\u003Col style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);counter-reset:num 0;font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"3e4e88df-c42c-4d77-a200-f7ea93ead115\" id=\"3e4e88df-c42c-4d77-a200-f7ea93ead115\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"b694854a-07e5-4315-89be-3958fc2e3b66\" id=\"b694854a-07e5-4315-89be-3958fc2e3b66\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Subscribe to ChatGPT Plus or Pro via the official website.\u003C/strong>\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"264f598f-a2c1-4229-9209-d64f6a1b182d\" id=\"264f598f-a2c1-4229-9209-d64f6a1b182d\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Log in on PC or mobile.\u003C/strong>\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"eba86537-a9bd-447e-ae70-85c3d446a805\" id=\"eba86537-a9bd-447e-ae70-85c3d446a805\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Select GPT-4o mode from the dashboard.\u003C/strong>\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"2e4eb519-6209-4382-ac89-8e7bae8069b0\" id=\"2e4eb519-6209-4382-ac89-8e7bae8069b0\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Enter a text prompt describing the image you want.\u003C/strong>\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;counter-increment:num 1;list-style-type:none;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"fee03f7a-fad4-4773-85ff-16076ef8a1fe\" id=\"fee03f7a-fad4-4773-85ff-16076ef8a1fe\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">(Optional) Upload an image for editing or enhancement.\u003C/strong>\u003C/p>\u003C/li>\u003C/ol>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"306ab80b-8f12-475f-a169-c340bc95b41b\" id=\"306ab80b-8f12-475f-a169-c340bc95b41b\" tabindex=\"-1\">\u003Cstrong>The Buzz Around “Ghibli-Style Images”\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"47407124-f8e1-41fb-b219-054819a425c3\" id=\"47407124-f8e1-41fb-b219-054819a425c3\">The most talked-about aspect of this update is GPT-4o’s ability to create Ghibli-like visuals. The generated art captures signature features such as warm brushstrokes, large expressive eyes, and fantastical landscapes. Many users on social media have shared creations, commenting that it feels like “becoming a Ghibli protagonist.”\u003Cbr>While OpenAI does not explicitly market this feature as “Studio Ghibli style” for copyright reasons, users have circulated prompts with keywords such as “Ghibli-like,” “anime-style,” and “fantasy-inspired.”\u003C/p>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"a6a4a072-6cd7-4e11-b046-115fd930a7a6\" id=\"a6a4a072-6cd7-4e11-b046-115fd930a7a6\" tabindex=\"-1\">\u003Cstrong>Copyright and Ethical Concerns\u003C/strong>\u003C/h2>\u003Ch3 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:20px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"668bbd0e-092b-4408-bfd3-04e6066fa40a\" id=\"668bbd0e-092b-4408-bfd3-04e6066fa40a\" tabindex=\"-1\">\u003Cstrong>The Copyright Grey Zone\u003C/strong>\u003C/h3>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"7976bd27-70e2-435c-901c-a7355658e66b\" id=\"7976bd27-70e2-435c-901c-a7355658e66b\">AI-generated art can sometimes resemble existing copyrighted styles. For example, Ghibli-like visuals resemble Studio Ghibli’s art direction, though whether this constitutes copyright infringement remains a legal grey area.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e840c31b-86ea-41ed-b8d0-f44fd3b2edc2\" id=\"e840c31b-86ea-41ed-b8d0-f44fd3b2edc2\">To address this, OpenAI has introduced restrictions, including:\u003C/p>\u003Cul style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:16px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;list-style:none;margin:36px 0px;orphans:2;padding:0px 0px 0px 24px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"471427f1-bd1f-47c1-bf66-44d264bad7e0\" id=\"471427f1-bd1f-47c1-bf66-44d264bad7e0\">\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"45838ce9-b376-4702-a24c-c2f69f9044ca\" id=\"45838ce9-b376-4702-a24c-c2f69f9044ca\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Prohibiting prompts that generate realistic depictions of celebrities\u003C/strong>\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"9733a1a4-e32e-4c1a-a621-f91a0add15c8\" id=\"9733a1a4-e32e-4c1a-a621-f91a0add15c8\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Restricting use of company logos and brand names\u003C/strong>\u003C/p>\u003C/li>\u003Cli style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;list-style-type:disc;margin:9px 0px;overflow:initial;padding:0px;\">\u003Cp style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;font-size:18px;line-height:2.25rem;margin:0px auto;padding:0px;\" name=\"9e8a5563-af70-44ef-8c2c-2394ae924169\" id=\"9e8a5563-af70-44ef-8c2c-2394ae924169\">\u003Cstrong style=\"background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;margin:0px;padding:0px;\">Limiting direct use of style names (e.g., “Studio Ghibli style”)\u003C/strong>\u003C/p>\u003C/li>\u003C/ul>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"6fb6b3b4-9461-4d4c-babf-71880ebb8358\" id=\"6fb6b3b4-9461-4d4c-babf-71880ebb8358\">Users are advised to exercise caution regarding how generated images are used, especially in commercial or public contexts.\u003C/p>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"09de3e48-4ba5-4cfd-9ae6-1df1a04d5b03\" id=\"09de3e48-4ba5-4cfd-9ae6-1df1a04d5b03\" tabindex=\"-1\">\u003Cstrong>Surge in User Growth and Its Impact\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"f4e2f522-55e3-4968-97ce-58ec598db2ae\" id=\"f4e2f522-55e3-4968-97ce-58ec598db2ae\">The release of GPT-4o sparked a dramatic surge in ChatGPT users. Within an hour of launch, over 1 million new users had registered. Downloads and in-app purchases soared more than 500% year-over-year. However, this rapid growth also led to challenges, including GPU shortages and service delays, as reported by Business Insider.\u003C/p>\u003Ch2 style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-feature-settings:"palt";font-size:28px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;letter-spacing:0.04em;line-height:2.25rem;margin:54px 0px -18px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"2cf544ea-2664-4665-9b21-4afdd3b776b4\" id=\"2cf544ea-2664-4665-9b21-4afdd3b776b4\" tabindex=\"-1\">\u003Cstrong>Conclusion\u003C/strong>\u003C/h2>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"e007fc0b-6286-4c1f-a27e-34effd906a06\" id=\"e007fc0b-6286-4c1f-a27e-34effd906a06\">With the launch of GPT-4o, ChatGPT has evolved beyond text generation to include advanced image creation. The ability to produce Ghibli-style art has resonated strongly with users, opening new creative possibilities. As OpenAI continues to innovate, even more powerful and versatile features are expected.\u003C/p>\u003Cp style=\"-webkit-text-stroke-width:0px;background-color:rgb(255, 255, 255);background-repeat:no-repeat;border-style:solid;border-width:0px;box-sizing:inherit;color:rgb(8, 19, 26);font-family:-apple-system, "system-ui", "Helvetica Neue", "Segoe UI", "Hiragino Kaku Gothic ProN", "Hiragino Sans", Arial, Meiryo, sans-serif;font-size:18px;font-style:normal;font-variant-caps:normal;font-variant-ligatures:normal;font-weight:400;letter-spacing:normal;line-height:2.25rem;margin:36px 0px 0px;orphans:2;padding:0px;text-align:start;text-decoration-color:initial;text-decoration-style:initial;text-decoration-thickness:initial;text-indent:0px;text-transform:none;white-space:normal;widows:2;word-spacing:0px;\" name=\"12a5abe9-7857-44bd-8e18-363aff7f67a3\" id=\"12a5abe9-7857-44bd-8e18-363aff7f67a3\">For more about GDX Inc., please visit our company page:\u003Cbr>Company Website: https://gdx.inc/company\u003Cbr>※This article was generated with the help of ChatGPT. The content does not represent the official views or positions of our company.\u003C/p>\u003Cstyle>\r\n.wysiwyg a{\r\ndisplay:inline-block !important;\r\n}\r\n.wysiwyg p,.wysiwyg h3,.wysiwyg h2,.wysiwyg ol,.wysiwyg ul,.wysiwyg figure,.wysiwyg span{\r\nbackground-color:transparent !important;\r\n}\r\n\u003C/style>",{"topics_id":331,"ymd":332,"contents_type":333,"subject":334,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":335,"update_ymdhi":336,"topics_group_id":12,"slug":337,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":338,"contents_type_slug":339,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":340,"thumbs":341,"wysiwyg":342},58,"2024-10-30",20,"Developed the generative-AI demand forecasting system “AI Commerce Demand Forecasting” in collaboration with the Panasonic Group.","2025-07-17T14:31:28+09:00","2025-07-30T13:28:15+09:00","20-20241030","PRESS RELEASE","press",[333],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750636/files/user/ページ：ニュース/PRESS/20-20241030.jpg","\u003Cp>\u003Cspan style=\"font-family:Arial;font-size:11pt;font-style:normal;\" data-sheets-root=\"1\">Developed the generative-AI demand forecasting system “AI Commerce Demand Forecasting” in collaboration with the Panasonic Group.\u003C/span>\u003C/p>",{"topics_id":344,"ymd":345,"contents_type":346,"subject":347,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":348,"update_ymdhi":349,"topics_group_id":12,"slug":350,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":351,"contents_type_slug":352,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":353,"thumbs":354,"wysiwyg":355},51,"2023-03-27",15,"Opened a new Silicon Valley lab in the U.S.","2025-07-17T12:09:15+09:00","2025-08-29T12:47:23+09:00","15-20230327","NEWS","notice",[346],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1764837763/files/user/ページ：ニュース/INFO/15-20230327.jpg","\u003Cp>\u003Cspan style=\"font-family:Arial;font-size:11pt;font-style:normal;\" data-sheets-root=\"1\">Opened a new Silicon Valley lab in the U.S.\u003C/span>\u003C/p>",{"topics_id":357,"ymd":358,"contents_type":333,"subject":359,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":360,"update_ymdhi":361,"topics_group_id":12,"slug":362,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":338,"contents_type_slug":339,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":363,"thumbs":364,"wysiwyg":365},57,"2023-03-16","Launched EC operations efficiency solutions using ChatGPT.","2025-07-17T14:30:45+09:00","2025-07-17T14:31:55+09:00","20-20230316",[333],"https://gdx-corp-sitekey.g.kuroco-img.app/v=1753750635/files/user/ページ：ニュース/PRESS/20-20230316.jpg","\u003Cp>\u003Cspan style=\"font-family:Arial;font-size:11pt;font-style:normal;\" data-sheets-root=\"1\">Launched EC operations efficiency solutions using ChatGPT.\u003C/span>\u003C/p>",{"topics_id":367,"ymd":368,"contents_type":346,"subject":369,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":370,"update_ymdhi":371,"topics_group_id":12,"slug":372,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":351,"contents_type_slug":352,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":373,"thumbs":218,"wysiwyg":374},52,"2023-03-10","Opened a new Silicon Valley office in the U.S.","2025-07-17T12:11:12+09:00","2025-09-18T11:00:16+09:00","15-20230310",[346],"\u003Cp style=\"border-width:0px;box-sizing:border-box;color:rgb(54, 60, 70);font-size:14px;font-weight:300;line-height:1.42857;margin:0px;padding:10px 0px;vertical-align:baseline;\">\u003Cspan style=\"font-family:Arial;font-size:11pt;font-style:normal;\" data-sheets-root=\"1\">Opened a new Silicon Valley office in the U.S.\u003C/span>\u003C/p>",{"topics_id":376,"ymd":377,"contents_type":346,"subject":378,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":379,"update_ymdhi":379,"topics_group_id":12,"slug":380,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":351,"contents_type_slug":352,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":381,"thumbs":354,"wysiwyg":382},53,"2023-01-01","Moved Tokyo HQ from Yoyogi, Shibuya to Higashi-Gotanda, Shinagawa.","2025-07-17T12:19:52+09:00","15-20230101",[346],"\u003Cp>\u003Cspan style=\"font-family:;font-size:11pt;\" aptos=\"\" data-sheets-root=\"1\">Moved Tokyo HQ from Yoyogi, Shibuya to Higashi-Gotanda, Shinagawa.\u003C/span>\u003C/p>",{"topics_id":384,"ymd":385,"contents_type":346,"subject":386,"topics_flg":9,"open_flg":9,"regular_flg":10,"inst_ymdhi":387,"update_ymdhi":388,"topics_group_id":12,"slug":389,"lang_open_flg":9,"group_nm":14,"group_description":15,"contents_type_cnt":9,"contents_type_nm":351,"contents_type_slug":352,"contents_type_parent_nm":18,"category_parent_id":18,"contents_type_ext_col_01":19,"contents_type_ext_col_02":19,"contents_type_ext_col_03":19,"contents_type_ext_col_04":19,"contents_type_ext_col_05":19,"contents_type_list":390,"thumbs":354,"wysiwyg":391},55,"2022-10-30","Established U.S. subsidiary (GDX Inc.).","2025-07-17T14:25:58+09:00","2025-09-18T10:59:11+09:00","15-20221030",[346],"\u003Cp>\u003Cspan style=\"font-family:;font-size:11pt;\" aptos=\"\" data-sheets-root=\"1\">Established U.S. subsidiary (GDX 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