Businesses in ChatGPT: What Launched and How to Claim Your Business

Businesses in ChatGPT is OpenAI's beta program, launched on November 10, 2026, that lets a business claim and verify its ChatGPT profile, keep its details and product feeds current, and see aggregated data on mentions and clicks. Eligible US ecommerce and online service businesses can also launch a Business Agent that talks with interested customers inside ChatGPT.

Picture a shopper asking ChatGPT for running shoes for flat feet and seeing your brand. Before November 10, you could shape that answer only indirectly, through your site, product data, and the sources ChatGPT reads. Claiming changes how you maintain your information and what you can see, but does not guarantee you are named.

What OpenAI launched with Businesses in ChatGPT

OpenAI's announcement of Businesses in ChatGPT presents it as a way to reach the 1.2 billion people it says use ChatGPT each week, as of November 2026. The launch centers on Business Hub, where businesses claim and manage their profile and see insights, and on Business Agents, which eligible businesses can build after claiming.

When a business appears in a ChatGPT response, people can click through to its profile, and if the business has an agent, they can choose to start a conversation with it.

How to claim your business in ChatGPT

OpenAI's FAQ for businesses and the announcement set out who can claim and how:

1. Confirm you are allowed to claim. You must own the business or be authorized to represent it, which, by our reading, can include an agency acting for a client.
2. Check eligibility. It depends on industry, location, and OpenAI's verification and integrity checks, and claiming is initially open to businesses with a website.
3. Claim and verify in Business Hub. Once verified, you can update key details and add product feeds with pricing and availability.
4. Look for the blue check, which shows the profile has been claimed.

Shopify merchants can connect their store from Business Hub or the Shopify admin to streamline verification, and OpenAI notes that eligible Shopify products already reach ChatGPT through Shopify Catalog. Existing OpenAI Enterprise customers and advertisers can work directly with their OpenAI representative. If you manage a Google Business Profile, the shape will feel familiar: claim, verify, keep details current, read the insights. What is new here is the Business Agent, and insights that only appear above a volume threshold.

What claiming changes, and what it does not

Claiming lets you supply and update the facts about your business. It does not decide whether ChatGPT recommends you. OpenAI's FAQ is direct about this: "Claiming does not guarantee higher placement or sales." It adds that ChatGPT continues to make independent recommendations and comparisons, and may show information about a business whether or not it has an agent.

In our work, whether a brand appears still comes down to the pages, reviews, and third-party sources ChatGPT draws on, which is the job of generative engine optimization. The claimed profile is where you keep the details current, so that the version you maintain is the accurate one.

Business Agents also connect to ChatGPT Ads: a business can sponsor its agent and use it as the destination for its ads, and OpenAI says sponsored placements are labeled and kept separate from ChatGPT's responses. By our reading, a sponsored click opens a conversation inside ChatGPT rather than your website, so it will not show up in your analytics the way a website visit does.

The first data ChatGPT gives businesses about themselves

Before this launch, brands measured ChatGPT from the outside, with tracked prompts (a fixed set of questions run against ChatGPT on a schedule) and referral sessions in analytics. Business Hub adds a view from ChatGPT itself, next to Search Console's generative AI reports (since June 2026) and Bing's AI Performance report (since February 2026).

The numbers are aggregated and appear only when there are enough conversations to meet OpenAI's thresholds, so smaller brands may see little at first. OpenAI says it does not share users' conversations or Business Agent chats with businesses. As OpenAI describes them, the insights cover your own mentions and clicks; nothing in the launch mentions competitor data. A click is also not a session or a sale, so keep this as one line in a report that still includes tracked prompts and referral revenue, as we set out in how to measure AI search visibility.

For content teams, discovery topics are the most useful part: compare that list with the topics you want to be known for; the ones that never appear show where your pages are not yet doing the job.

What OpenAI has not said yet

As of November 11, 2026, the launch materials do not give a price for Business Hub or Business Agents, explain how verification works, list countries beyond "where ChatGPT is available", publish a product feed specification, or say how often insights refresh. They also make no claim that claiming improves visibility. Treat other reports on those points as unconfirmed.

What to do first

Start with the housekeeping.

1. Claim from a company-controlled account rather than a personal login, and agree who approves changes to the profile.
2. Audit the facts you will publish. Names, prices, shipping, returns, and policies should match your website and marketplace listings. For agents, OpenAI's Business Agents Policy rules out invented offerings, prices, or availability and hiding material fees.
3. Connect your product data. Shopify stores can link from Business Hub or the Shopify admin, so check titles, attributes, prices, and stock first; our notes on Shopify SEO and GEO cover what makes a catalog readable to AI. Other retailers can add a feed in Business Hub once verified.
4. Record a baseline before your first Business Hub numbers arrive: AI referral sessions, revenue, and tracked prompt share.
5. Turn discovery topics into a monthly brief, and plan pages for the target themes that never show up.
6. If you are eligible for an agent, write its guidelines from policies you already publish and test it on real comparison questions. Under the policy, it must not pressure people or submit forms, bookings, or purchases without their explicit authorization through an approved feature.

Claim the profile, then keep earning the mention

Businesses in ChatGPT gives brands a verified profile to maintain and their first data from inside ChatGPT, and gives eligible US businesses an agent. OpenAI says claiming does not guarantee placement, so keep investing in the pages and sources that earn the mention.

For a second pair of eyes on your profile, product data, and the prompts where you should appear, talk to our team.