If ChatGPT tells a customer that your shop closes at six when it actually closes at eight, you have had no official way to correct it. ChatGPT pieced together its picture of a business from whatever it found on the web. On 10 November 2026, OpenAI announced a beta that changes this: businesses can now claim their listing inside ChatGPT, keep it current and see how people come across them.
What exactly did OpenAI launch?
The beta is called Businesses in ChatGPT and has two parts. The first is Business Hub, a dashboard where a company claims its business, manages its information and reads insights. The second is Business Agents: a chat assistant that represents a business inside ChatGPT, using information the business supplies. OpenAI frames the launch around reach, describing it as a new way to connect with the 1.2 billion people who use ChatGPT each week.
It is live, not a waitlist. It is also labelled beta, and OpenAI calls it “an early step”, so you should expect the rules and features to keep moving.
Who can claim a business, and how?
Any eligible business located where ChatGPT is available can claim itself through Business Hub. After verification, which is the check that you really own or represent the business, you can update key details and add self-service product feeds. A product feed is a structured list of what you sell, and in this case it includes pricing and availability, so ChatGPT can work from your data instead of guessing.
There are two shortcuts. Existing OpenAI Enterprise customers and advertisers can go through their OpenAI representative. Shopify merchants can connect their store from Business Hub or from the Shopify admin to speed up verification, and OpenAI says eligible Shopify products already reach ChatGPT through Shopify Catalog.
What do the insights show, and what stays private?
Business Hub reports how often a business is mentioned and how many website clicks it gets from ChatGPT. It also shows discovery topics, which OpenAI defines as common themes across conversations in which the business’s website is cited. For a small company, that last item is the interesting one: it hints at the questions people were asking when you came up.
OpenAI says businesses do not see users’ conversations or Business Agent chats. The numbers are aggregated and only appear once there are enough conversations or interactions to pass certain thresholds. In practice, a very small business may see little until volume builds up.
What is a Business Agent, and who can use one now?
Once a business is claimed, eligible organisations can build, test and launch an agent. When a business appears in a ChatGPT answer, people can click through to its profile and, if an agent exists, start a conversation with it, for example to compare two products. OpenAI says this chat is clearly labelled, kept separate from the user’s original conversation and distinct from ChatGPT’s own independent answers.
For now, agents are open only to eligible ecommerce and online service businesses in the United States. Businesses can also sponsor their agent and use it as the destination for ChatGPT Ads; those placements are labelled as sponsored. OpenAI says it plans to expand to more markets and business categories over time.
What rules does an agent have to follow?
A separate Business Agents Policy sets the limits. The agent must make clear that it is AI representing the business, not a human, an independent adviser or something endorsed by OpenAI. It must not invent offerings, prices, availability, reviews or guarantees, and it must not hide material fees or conditions when they matter to the question.
It may not pressure people, create false urgency or keep pushing after someone says no. It must not ask for unnecessary high-risk data such as health details, government IDs or financial or login credentials, and it cannot submit a form or purchase for a user without explicit authorisation through an approved feature. Advice that legally requires a professional licence is off limits. Verification alone does not guarantee that a business may publish an agent, and OpenAI can pause or remove agents that break the rules.
What does this mean for a small business?
The facts above come from OpenAI. What follows is our assessment. Who needs this, and for what? The clearest value is the correction channel. If customers already ask ChatGPT about you, a claimed profile with current hours and a product feed costs some setup time and a habit of updating it, and it lowers the risk of being described wrongly. That is a modest, practical gain, and it does not depend on any revenue promise.
The insights deserve more caution. Mentions and clicks are useful signals, but they are aggregated and threshold-gated, so treat them as direction rather than precise measurement. The agent is a bigger commitment: it is U.S.-only for now and has to be kept accurate under a fairly strict policy. The paid layer is the part to watch. OpenAI says sponsored placements are labelled and separate from ChatGPT’s answers. Whether customers experience that separation in practice is something no announcement can settle. For businesses outside the U.S., claiming the profile is the step available today, and the agent question can wait until it actually reaches their market.
