Businesses in ChatGPT: What It Means for Your Locations

“Which pharmacy near me is open right now?” A customer asking that question needs the address, today’s hours and the services available at one particular location.

OpenAI’s Businesses in ChatGPT, launched in beta on 10 November 2026, gives eligible businesses a way to supply information directly to ChatGPT. For a team managing hundreds of locations, the distinction to understand is between managing the brand’s profile and maintaining the details of every store. Claiming the brand does not claim its locations.

That makes this a useful new option to assess alongside your existing local marketing work. Your brand description might be shared across the business. Holiday hours, an entrance address or an available service need to be right for each location.

What changes for multi-location brands today?

Businesses can use a dashboard called Business Hub to claim a profile and complete verification. Claims start at chatgpt.com/business-hub, which asks you to sign in to ChatGPT first. After claim approval and Persona identity verification, businesses can update details such as their website, description, category, logo and delivery or return policies, and access insights on mentions and website clicks. OpenAI reviews changes before publishing them.

The setup guide sets out the limits for chains. Local stores and restaurants can currently claim only existing US listings. Central management across a parent company’s brands and locations is not available. A European brand may qualify for a brand profile, depending on business type, location and supported verification; having a website alone does not establish eligibility.

For brands using OpenAI’s managed claim process, individual location profiles remain locked by default. OpenAI advises asking the account contact about the supported claim path. If your brand uses that process, confirm the supported path before starting individual location claims.

For your central team, the first step is to check which profiles are eligible and agree who will manage them. The admin can invite teammates or grant agency access, although workspace membership rules can affect invitations. Agency access allows someone to manage a profile; it does not provide central management across a chain.

How does a claimed profile fit into your local presence?

OpenAI says claiming a profile does not guarantee more visibility or give a business control over ChatGPT’s independent recommendations. ChatGPT can also use other sources, and profile changes may take time to appear in answers.

One example of that wider information supply is OpenAI’s licensing of Yelp reviews and business details. A claimed profile is therefore one contribution to what ChatGPT may know about a business.

Our recommendation for multi-location teams is to manage it alongside the information customers already find on your listings and website. Keep an approved record for each location, with someone responsible for updating hours, addresses, services and closures. Check that published details agree with that record, especially when holiday schedules or locations change. Our guide to NAP consistency explains the underlying discipline.

PinMeTo’s Listings platform helps teams manage location information centrally and sync it to connected networks. That addresses the ongoing work of maintaining local presence. OpenAI’s announcement does not establish that updates to any particular network will flow into a ChatGPT answer, or how quickly an answer will change.

The reason to keep those records accurate is practical: wherever a customer finds a location, the published details should help them reach the right place at the right time.

What can Business Hub insights tell your team?

According to OpenAI’s reporting definitions, insights cover the past 28 days and include three types of information.

Mentions use different definitions. For an online business, ChatGPT must reference its website; naming the brand alone does not count. For a local business, showing a result for that location counts, even if the customer does not open it.

Website clicks count clicks through to your site. They do not establish a store visit or purchase.

Discovery topics describe common themes in answers that mentioned or cited the business. They do not reveal individual prompts, directly measure customer intent or explain why ChatGPT selected the business.

Reporting thresholds apply. A blank metric can mean there is too little activity to report, collection is still underway or reporting is unavailable. It does not necessarily mean zero.

These are useful first-party observations within their stated scope. Keep brand and location reporting distinct: a brand profile’s figures should not be presented as a complete view of every store’s visibility. If you revise information, track what changed and when, but treat subsequent movements as observations rather than proof that the edit caused them.

What about product feeds and Business Agents?

Retailers can connect product feeds to share product details, prices and availability. Eligible ecommerce and online service businesses in the United States can also publish a Business Agent, which answers questions using information supplied by the business.

OpenAI keeps that conversation labelled and separate from ChatGPT’s independent answers. The current agent can explain products and policies and link to the website, where customers complete actions such as purchases or bookings.

For a retail chain, these features may involve ecommerce colleagues as well as the local marketing team. Assess their eligibility and purpose separately from location claims. A product catalogue and a store’s opening hours serve different customer needs.

What should your team prioritise next?

Start with ownership and scope: identify eligible profiles, name the responsible admin, and agree how updates will be approved and maintained. Keep the information supplied to Business Hub aligned with your approved business records.

Then review the location details most likely to affect a visit: current hours, the correct address, available services and a useful page for each location. Our guide to local content for AI search covers how to present specific facts clearly, while GEO for multi-location brands puts that work in the wider discovery plan.

OpenAI says it plans to expand to more markets and business categories and build tools for organisations with more complex needs. It has not supplied dates or detailed the future tools. Broader location eligibility and central management are developments for multi-location teams to watch.

The opportunity today is to establish ownership of an eligible profile and learn from the available reporting, while continuing to maintain accurate information for every location. That gives the new channel a place in your operating routine.

If keeping location records current across your networks takes too much manual work, see how PinMeTo helps central teams manage that process.

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Sources

• OpenAI: Introducing Businesses in ChatGPT
• OpenAI Help Center: Setting up your business on ChatGPT
• Business Hub: claim your business in ChatGPT