Open AI launches a Business Hub for brand visibility in ChatGPT
OpenAI has launched Businesses in ChatGPT in beta, introducing a new Business Hub that lets eligible companies claim and verify their presence in ChatGPT, manage business information, upload product data, and view aggregated engagement insights. The launch is an important move toward giving brands a more direct role in how they appear in AI-assisted product discovery, while OpenAI says it will not expose users’ individual conversations to businesses.
The announcement, published on November 10, 2026, describes the offering as a way for businesses to connect with the 1.2 billion people OpenAI says use ChatGPT each week. Business Hub is the central self-service dashboard for claiming a business, updating details, adding product feeds, and reviewing how users engage with the business in ChatGPT.
What Business Hub Does
Business Hub allows an eligible business to claim its organization in ChatGPT. After verification, the company can update key details and provide self-service product feeds containing pricing and availability information. OpenAI says this gives businesses a new channel for supplying accurate and current information that ChatGPT can use when people explore products and services.
The platform is available to eligible businesses located where ChatGPT is available. Existing OpenAI Enterprise customers and advertisers can claim their business through an OpenAI representative. Shopify merchants can connect their stores either through Business Hub or through the Shopify admin, and OpenAI says eligible Shopify products are already integrated into ChatGPT through Shopify Catalog.
This does not mean a business can simply pay to appear in ChatGPT answers. OpenAI’s announcement says claiming a business is intended to help provide accurate, up-to-date information, but it does not state that a claimed profile guarantees placement or recommendation in a response. Reporting on the launch likewise notes that OpenAI says claiming a profile does not guarantee higher placement.
Brand Visibility Insights
A major part of the launch is the insights available through Business Hub. Businesses can see aggregated information on how people engage with them in ChatGPT, including the number of mentions and website clicks they receive. They can also view discovery topics, which OpenAI describes as common themes across conversations in which the business’s website is cited.
For marketers, these metrics provide a first-party view of how a brand is appearing within ChatGPT. Rather than relying only on third-party monitoring tools or anecdotal testing, a company can see platform-reported signals such as how often its website is referenced and how often users click through from ChatGPT to its site.
However, the data has important limits. OpenAI says the insights are aggregated and are only available when there are enough conversations or interactions to meet certain thresholds. It also says it does not share users’ conversations or Business Agent chats with businesses.
Industry reporting adds further context: for online businesses, a “mention” is counted when ChatGPT references the business’s own website, rather than merely naming the brand. The reported insights cover the previous 28 days, and low-volume activity may be withheld. This means a blank or low-number dashboard does not necessarily prove that a business was never mentioned.
Business Agents
Alongside Business Hub, OpenAI is introducing Business Agents. After claiming a business, eligible organizations can build, test, and launch a branded conversational agent designed to answer questions and help users explore the company’s offerings.
When a business appears in a ChatGPT response, users can click through to its ChatGPT profile. If a Business Agent is available, the user can choose to start a separate conversation with that business to ask follow-up questions or explore products and services. OpenAI gives the example of a shopper comparing products and asking which features fit their needs; the Business Agent can respond using the business’s own information.
OpenAI says the Business Agent conversation is clearly labeled, separate from the user’s original ChatGPT conversation, and distinct from ChatGPT’s independent answers. This separation matters because it distinguishes a company-controlled assistant from ChatGPT’s own response.
At launch, Business Agents are available only to eligible ecommerce and online-service businesses in the United States. OpenAI says it plans to expand Businesses in ChatGPT and Business Agents to more markets and business categories over time.
Advertising Opportunity
OpenAI also says businesses can sponsor their Business Agent and use it as the destination for ChatGPT Ads. In other words, a company may be able to run paid placements that direct users into a conversation with its branded agent. OpenAI says sponsored placements will be clearly labeled and separate from ChatGPT responses.
This creates a potentially significant commercial layer: businesses may first use Business Hub to manage accurate information and understand organic visibility, then use sponsored Business Agent placements to reach more potential customers. But the announcement does not provide pricing, detailed targeting options, or a full description of ad formats.
Trade coverage describes the Business Agent as a free, organic way for brands to enter this format, while noting that OpenAI had previously tested a related format as a paid advertisement. Digiday also reported that Business Hub and agents were free at launch, though OpenAI did not rule out a paid model in the future.
Why It Matters
The launch reflects a broader shift in digital discovery. Consumers increasingly use AI assistants to research products, compare options, and make decisions. If ChatGPT becomes a major place where people ask questions such as “Which laptop should I buy?” or “What are the best options near me?”, businesses will need to understand how they are represented in those answers.
Business Hub gives companies a formal way to participate in that environment. It combines three functions: a verified business profile, current product and service information, and aggregated engagement data. For brands, the practical value is likely to come from keeping information accurate, understanding which topics lead users to their websites, and using Business Agents to answer follow-up questions.
It also creates a new discipline that marketers may call AI visibility or generative engine optimization: ensuring that a business’s factual details, product catalog, policies, and website content are clear enough for AI systems to understand and cite accurately. OpenAI’s own framing supports this: it says better business information can help people explore products and services using accurate and current details.
Important Caveats
The launch should not be interpreted as a guarantee of visibility. A verified profile and product feed may improve the quality of information available to ChatGPT, but OpenAI does not promise that a business will appear more often, rank higher, or receive more recommendations.
The metrics also have boundaries. OpenAI provides aggregate data, not individual user conversations, and insights are withheld when volume is too low. For online businesses, the reported “mention” measure is tied to website citations rather than every occasion a brand name is spoken aloud in a response.
Finally, the rollout is uneven. Business Hub profile claiming is available to eligible businesses in markets where ChatGPT is available, but Business Agents are initially restricted to eligible U.S. ecommerce and online-service businesses. Businesses outside those categories or markets may need to wait for broader availability.
Bottom Line
OpenAI’s Business Hub is a meaningful step in turning ChatGPT from a purely conversational AI product into a platform where businesses can maintain verified information, measure engagement, and interact directly with interested users. It gives brands a new, official way to manage their presence in AI search and discovery, while preserving privacy limits by providing only aggregated insights.
For businesses, the immediate priority is not to treat Business Hub as a guaranteed ranking tool. It is better understood as an infrastructure layer for AI visibility: claim and verify the business, keep details and product feeds accurate, monitor the available engagement signals, and—where eligible—use a Business Agent to provide a clearly labeled, brand-controlled conversation experience.
Sources
OpenAI — “Introducing Businesses in ChatGPT,” November 10, 2026: https://openai.com/index/introducing-businesses-chatgpt/
Hello Partner — “OpenAI gives brands ChatGPT traffic data, but affiliate sales remain invisible,” November 11, 2026: https://hellopartner.com/openai-gives-brands-chatgpt-traffic-data-but-affiliate-sales-remain-invisible/
Adweek — “OpenAI Gives Brands Some Data About How They Appear in ChatGPT,” November 10, 2026: https://www.adweek.com/commerce/openai-gives-brands-some-data-about-how-they-appear-in-chatgpt/
Mi3 — “OpenAI gives brands the keys to ChatGPT business profiles, launches AI agents and new advertising opportunities,” November 11, 2026: https://www.mi-3.com.au/11-11-2026/openai-gives-brands-keys-chatgpt-business-profiles-launches-ai-agents-and-new
Mumbrella — “ChatGPT for Business has launched: What you need to know now,” November 11, 2026: https://mumbrella.com.au/chatgpt-for-business-has-launched-what-you-need-to-know-now-944322
Digiday — “OpenAI’s new business agents give brands a free way into the conversation,” November 10, 2026: https://digiday.com/marketing/openais-new-business-agents-give-brands-a-free-way-into-the-conversation-its-also-selling-as-an-ad/
Marketing-Interactive — “OpenAI launches ChatGPT business profiles with brand insights and AI agents,” November 6, 2026: https://production.marketing-interactive.com/openai-launches-chatgpt-business-profiles-with-brand-insights-and-ai-agents
Indian Television Dot Com — “OpenAI brings businesses into ChatGPT with brand profiles, insights and AI agents,” November 11, 2026: https://indiantelevision.com/mam/openai-brings-businesses-into-chatgpt-with-brand-profiles-insights-and-ai-agents/
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