OpenAI Launches Businesses in ChatGPT: Business Hub Claims, Mention Data and Business Agents

OpenAI launched Businesses in ChatGPT in beta on 10 November 2026. Through a new Business Hub, any eligible business located where ChatGPT is available can claim its organisation, update key details, add product feeds with pricing and availability, and see aggregated counts of how often ChatGPT mentions it and how many people click through to its website. A second product, Business Agents, lets eligible ecommerce and online service businesses in the United States launch a branded chat inside ChatGPT. OpenAI says businesses can also sponsor that agent and use it as the destination for ChatGPT Ads.

The launch confirms, and goes further than, what was reported a few days earlier. On 7 November Relevant Audience covered reports that OpenAI was building a "Claim your business in ChatGPT" hub, which rested on one observer's view of an interface that had not launched. OpenAI has now announced the product itself in a post titled Introducing Businesses in ChatGPT. This article sets out what OpenAI said, what launch-day coverage added, and what is still unknown.

What OpenAI announced on 10 November 2026

OpenAI's announcement describes three connected products and frames them against an audience figure: according to OpenAI, 1.2 billion people use ChatGPT each week.

• Business Hub claims. Companies can claim their organisation in ChatGPT and, once verified, update key details and add self-service product feeds with pricing and availability. OpenAI says this gives businesses a new way to provide information to ChatGPT.
• Insights. Business Hub shows aggregated data on the number of mentions and website clicks a business receives, plus discovery topics, which OpenAI defines as common themes across conversations where the business's website is cited.
• Business Agents. After claiming, eligible organisations can build, test and launch an agent that answers questions about their offerings inside ChatGPT. At launch this is limited to eligible ecommerce and online service businesses in the United States.

OpenAI calls the package an early step and says it is starting with the foundations: accurate business information, useful insights and conversations that help people make decisions. The company says it plans to expand Businesses in ChatGPT and Business Agents to more markets and business categories over time, and to build tools for organisations with more complex needs. The announcement gives no dates for any of that expansion.

Three routes into Business Hub are named in the post. Any eligible business located where ChatGPT is available can claim directly. Existing OpenAI Enterprise customers and advertisers can work with their OpenAI representative instead. Shopify merchants can connect their store from Business Hub or from the Shopify admin to streamline verification, and OpenAI notes that eligible products from Shopify merchants are already integrated into ChatGPT through Shopify Catalog. OpenAI's own landing page for the product adds that Shopify is one way to start and that a business can claim without a Shopify store.

What is new compared with the 7 November report

The earlier report was based on a LinkedIn post by Juozas Kaziukėnas of Marketplace Pulse on 6 November 2026 and on a banner he had seen in ChatGPT. Several points that were open then are now settled by OpenAI's own text, and one working assumption from that week no longer holds.

• It is official, named and live in beta. On 7 November OpenAI had not confirmed the tool, its name or a launch date. It now has a product name, Businesses in ChatGPT, a management surface, Business Hub, and a launch date of 10 November 2026.
• Who can claim is defined. The only verification route known on 7 November was connecting a Shopify store. OpenAI now ties eligibility to businesses located where ChatGPT is available, and Search Engine Roundtable's Barry Schwartz reported on 10 November that a business can verify through a text or phone call to its main business number, or through DNS verification.
• The metrics have official names. The leak described "impressions" and clicks. OpenAI's announcement uses mentions, website clicks and discovery topics. Discovery topics did not feature in the earlier description at all.
• The link to advertising is explicit. The 6 November reporting treated the analytics hub as an organic tool that appeared separate from ChatGPT ads. The launch post says businesses can sponsor their Business Agent and use it as the destination for ChatGPT Ads, so the organic profile and the paid format now meet at the same agent.

How Business Hub insights are counted

OpenAI's post says the insights are aggregated and only appear when there are enough conversations or interactions to meet certain thresholds. OpenAI says it does not share users' conversations, or chats with a Business Agent, with the business.

Launch-day reporting filled in the definitions that matter for anyone who plans to put these numbers in a report. Digiday reported on 10 November, citing an OpenAI spokesperson, that a mention for a local business counts when ChatGPT shows a result for that location, and for an online business when ChatGPT references the business's website. The spokesperson told Digiday that naming the brand alone does not count as a mention. The same spokesperson said website clicks are clicks on links from supported ChatGPT surfaces rather than completed visits or purchases, that low-volume counts may be withheld for privacy, and that share of voice is not part of the beta.

Search Engine Roundtable published the help text shown over the clicks figure in Business Hub, which describes the number as recorded clicks on links to the business's website and says clicks "don't confirm website visits or conversions." Digiday also reported that OpenAI declined to say how long mentions are tracked, while an advertising executive with access to the dashboard said the chart covers the past seven or 28 days.

What the numbers can and cannot tell you (analysis)

Read together, these definitions make Business Hub a presence-and-referral counter rather than a full picture of how ChatGPT talks about a brand. Because a brand name on its own does not register as a mention, a conversation in which ChatGPT discusses a company without citing its website or showing its location will not appear in the total. A business that is often named but rarely cited could see a low mention count that understates how present it is in answers.

The click figure needs the same care. It counts recorded link clicks, not sessions, so it will not match the ChatGPT referral sessions a business sees in Google Analytics 4 or another analytics tool. Some clicks never load a page, and some visits arrive without referral data. A gap between the two numbers is expected and is not by itself a tracking fault. The thresholds also mean that smaller businesses may see little or nothing until volume builds.

Discovery topics are the closest the beta comes to query data, but they are themes, not prompts. They can show which subjects lead ChatGPT to cite a site, which is useful for content planning. They cannot show the exact question a user typed, or which competitor was cited in a conversation where the business was not.

Business Agents: one agent, an organic route and a paid route

OpenAI describes the user journey this way. When a business appears in a model response, people can click to see the business's ChatGPT profile. If a Business Agent is available, they can choose to start a conversation with the business to explore its offerings and ask follow-up questions, for example the difference between two products. OpenAI says the Business Agent conversation is clearly labelled, separate from the user's original ChatGPT conversation, and distinct from ChatGPT's independent answers. Sponsored placements, OpenAI says, are clearly labelled and separate from ChatGPT responses.

Benji Shomair, OpenAI's vice president of monetization, explained the relationship between the two routes at a press briefing reported by Digiday on 10 November. He described the business agent as the organic experience and the sponsored agent as the paid experience, adding that the agent behind both should be the same. Digiday reported that the agent is built only from the instructions and product feed a business supplies, that OpenAI is not allowing businesses to bring their own agents, and that when a shopper is ready to buy, the agent sends them to the brand's own site to complete the transaction. Brands receive conversation themes, not transcripts.

OpenAI also published a Business Agents Policy, updated on 10 November 2026, which sets the rules for what an agent may do. Among its requirements:

• An agent must be clear that it is AI representing the business, and must not appear to be an independent adviser, a human, or endorsed by OpenAI.
• A business must not instruct the agent to invent offerings, prices, availability, credentials, reviews, guarantees or results, or hide material fees and conditions.
• Agents must not create false urgency or keep pushing a sale after someone declines, and must not ask for unnecessary high-risk personal information such as health details, government IDs or financial credentials.
• An agent must not submit a form, booking or purchase on a user's behalf without explicit authorisation through an approved feature, and must not give advice that legally requires a professional licence.

The policy says OpenAI considers both the business category and the agent's intended use before allowing publication, that business verification alone does not guarantee agent eligibility, and that OpenAI may suspend or remove an agent if it identifies a concern.

Businesses in ChatGPT launch details at a glance

The table below lists the launch details and who stated each one.

What OpenAI did not say

The announcement leaves several practical questions open, and it is worth being clear about them before building plans around the product.

• No timeline beyond the United States for Business Agents. OpenAI says it plans more markets and categories. Digiday reported that Shomair declined to give a timeline for further rollout.
• No country list for claiming. The post says eligible businesses located where ChatGPT is available can claim, but it does not publish the eligibility criteria for claiming in the announcement itself or list countries one by one.
• No retention period or export. OpenAI declined to tell Digiday how long mentions are tracked. Neither source mentions a data export or an API.
• No pricing for sponsored agents. The post says a sponsored agent can be the destination for ChatGPT Ads but does not describe how that placement is priced.
• No detail on disputed claims. Barry Schwartz wrote on 10 November that he was nervous about people hijacking business profiles. The OpenAI post does not describe how competing claims to the same business are resolved.

Why this matters for AI search visibility

For brands that track their presence in AI answers, this is the first time ChatGPT itself has offered businesses a count of mentions and clicks, rather than leaving them to estimates. Debra Aho Williamson, founder and chief analyst of the research firm Sonata Insights, pointed out to Digiday that the AI visibility industry has been built on third-party research and some guesswork about what makes a brand show up in an answer. She said OpenAI sharing its own insights will take some power away from third-party companies, while noting that OpenAI will not share everything it knows and that ChatGPT is one of several AI platforms.

The product feed is the other part that bears directly on generative engine optimisation. OpenAI says ChatGPT may use the information businesses provide in Business Hub to answer customer questions, and describes the goal as helping people explore products and services using the most accurate and up-to-date details. Shomair told Digiday that claiming a business should not change how often it appears, because ChatGPT needs to stay objective, but that clearer information could help ChatGPT surface the business in more relevant conversations. That is a narrower promise than better rankings, and it is the one to plan around. Content that ChatGPT can cite, and the site signals covered in ChatGPT SEO work, still decide whether a website is referenced in the first place.

What this means for Thai marketers

OpenAI's eligibility wording links claiming to where ChatGPT is available rather than to the United States, so on its face the Business Hub claim is not limited to American companies. OpenAI did not name individual countries, and its landing page says eligibility depends on factors including industry, location and verification checks, and that claiming is initially available to eligible businesses with a website, so a Thai brand should treat access as something to confirm by trying to claim, not as a given. Business Agents are a different matter: OpenAI says they are available to eligible businesses in the United States, so a business located in Thailand cannot launch one today, and the sponsored-agent route to ChatGPT Ads depends on having an agent.

Practical points to check now, based on what OpenAI and launch coverage described:

• Decide who owns the claim. Verification reportedly runs through the main business phone number or DNS. The person who controls those, often finance, IT or an outside web host, needs to be part of the process.
• Check what ChatGPT would read. If you add a product feed, prices and availability need to match your website and marketplace listings. OpenAI's agent policy already bars invented prices or availability, and a stale feed creates the same problem by accident.
• Set expectations on the numbers. Mentions require a website citation or a location result, and clicks are not sessions. Compare Business Hub trends with your analytics referral data over the same seven- or 28-day window rather than expecting the totals to match.
• Do not promise uplift from claiming alone. OpenAI's stated position is that claiming should not change how often a business appears.

Frequently asked questions

Can a business in Thailand claim its profile in ChatGPT?

OpenAI says any eligible business located where ChatGPT is available can claim through Business Hub, which on its face is not US-only. OpenAI did not publish a country list in the announcement, so the reliable check is to attempt the claim. Business Agents, by contrast, are limited to eligible businesses in the United States at launch.

Will claiming my business make ChatGPT recommend it more often?

No, according to OpenAI. Benji Shomair told Digiday on 10 November that claiming should not affect how frequently a business appears, though he said better information could help ChatGPT surface it in more relevant conversations.

Are Business Hub website clicks the same as website visits?

No. The Business Hub help text says clicks do not confirm website visits or conversions, and an OpenAI spokesperson told Digiday that clicks are link clicks from supported ChatGPT surfaces, not completed visits or purchases.

Can I read what customers ask my Business Agent?

No. OpenAI says it does not share users' conversations or Business Agent chats with businesses. Shomair told Digiday that the only insight provided is the themes of conversations where the business appears.

Does Businesses in ChatGPT cost anything?

Business Hub and Business Agents are free for now, according to Digiday's 10 November report, and Shomair did not rule out a paid model later. Sponsoring an agent as a ChatGPT Ads destination is an advertising product, and OpenAI's post does not give its pricing.

Businesses in ChatGPT turns the hub reported on 7 November into a product with defined metrics and a direct line to ChatGPT advertising. If you want a second view on how to claim, verify and monitor your brand's presence in ChatGPT and other AI answer engines, Relevant Audience's GEO team can help you set up the checks described above.