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OpenAI lets businesses claim ChatGPT profiles and see mention data, but does not say whether claiming changes what ChatGPT recommends

Sandeep Amar · November 11, 2026 · 6 min read
OpenAI lets businesses claim ChatGPT profiles and see mention data, but does not say whether claiming changes what ChatGPT recommends
LLMs · Answer Engine Daily

OpenAI launched Businesses in ChatGPT in beta on November 10, letting companies claim their business through a new Business Hub, add product feeds and see how often ChatGPT mentions them, the company said in a blog post. Eligible US ecommerce and online service businesses can also build Business Agents, chat assistants that answer customer questions inside ChatGPT, and promote them through ChatGPT Ads.

However, OpenAI does not say whether claiming a profile or uploading a feed affects whether ChatGPT mentions a business. Its landing page says only that ChatGPT “may use this information to answer customer questions.” The insights are aggregated and appear only above thresholds OpenAI has not defined. OpenAI also sells ChatGPT Ads, which businesses can point to their Business Agents.

OpenAI has not previously offered businesses data on how often ChatGPT mentions them or how many website clicks they get. Microsoft’s Bing has offered AI search reporting in Bing Webmaster Tools since February 2026, and Google offers AI search reporting in Search Console.

What changes for businesses?

Businesses get a new way to provide information to ChatGPT. According to the post and landing page:

  • Claiming: Any eligible business located where ChatGPT is available can claim it through Business Hub. Enterprise customers and advertisers can go through their OpenAI representative.
  • Verification: Once verified, a business can update key details. Shopify merchants can connect their store “to streamline verification”; businesses without one can also claim.
  • Product feeds: Retailers can add “self-service product feeds with pricing and availability.”
  • Insights: Business Hub shows the number of mentions and website clicks a business receives, and “discovery topics.”
  • Business Agents: Eligible organisations can launch an agent that answers questions “with your product and policy information, using guidelines you control.”

Discovery topics are described two ways. The blog post calls them “common themes across conversations where their website is cited”; the landing page says themes “where your business appears.” A citation and an appearance are not necessarily the same event, and OpenAI does not say which it counts.

OpenAI said it does not share users’ conversations or Business Agent chats with businesses, and that insights appear only “when there are enough conversations or interactions to meet certain thresholds.” It has not published those thresholds or explained how a “mention” is counted.

What changes for ChatGPT users?

When a business appears in a model response, users can click through to its ChatGPT profile and, if it has an agent, start a conversation with it. OpenAI said that conversation is “clearly labeled, separate from the customer’s original ChatGPT conversation, and distinct from ChatGPT’s independent answers.”

Businesses can also sponsor their agent as the destination for ChatGPT Ads. Sponsored placements are “clearly labeled and separate from ChatGPT responses,” the post says.

OpenAI’s Business Agents Policy, updated November 10, sets the rules for agents:

  • Disclosure: An agent must say it is AI representing the business, and cannot appear to be a human, an independent adviser or “endorsed by OpenAI.”
  • Conduct: Businesses cannot instruct agents to invent prices or reviews, or configure them to create “false urgency.” They also cannot hide material fees, conditions or limitations “when they matter to a user’s question.”
  • Data: Businesses cannot configure agents to ask for “unnecessary or high-risk personal information,” including health details, government IDs or financial credentials. Agents also cannot submit a form, booking or purchase for a user “without explicit authorization through an approved feature.”
  • Eligibility: “Business verification alone does not guarantee agent eligibility.” OpenAI may decline or defer a category.

OpenAI may suspend or remove an agent if it identifies a concern. The policy says OpenAI considers “the business category and the agent’s intended use before allowing publication,” but does not describe the review process or how long it takes.

Usage

OpenAI has not said how many businesses have claimed a profile or how many Business Agents exist. Its 1.2 billion weekly users figure is for ChatGPT overall, not Business Hub or agent conversations.

Business Agents are limited to the US. OpenAI plans to expand to more markets and categories “over time,” without dates. The post does not list countries where claiming works or say whether an agent costs anything.

Background

Less than two months earlier, on September 16, OpenAI announced a test of Sponsored Agents, which let people chat with a business-sponsored agent after clicking an ad in ChatGPT.

  • September 16, 2026: Sponsored Agents tested with select US advertisers. OpenAI named HubSpot as its first CRM partner and Shopify as its first ecommerce partner, and said products were “already integrated through Shopify Catalog.”
  • November 10, 2026: Business Hub, profiles and Business Agents launched in beta. Agents can now be sponsored as the destination for ChatGPT Ads.

The new post does not say whether the September test has ended or been folded into the product.

What this means for AEO

In my view, this partly answers the point I made when Google followed Bing in sharing AI search data: ChatGPT gave you nothing. Now it gives businesses some data, but only after they claim a profile, and only as aggregates above thresholds OpenAI has not published.

Claim the profile anyway. Keep your details and product feeds accurate. The landing page says ChatGPT “may use this information to answer customer questions,” and the agent policy says businesses “are responsible for the information and instructions they provide.” Treat mentions, clicks and discovery topics as directional, and compare OpenAI’s click count with the ChatGPT referral traffic in your own analytics before you trust either number.

Keep two lines apart in your reporting. Organic visibility is what ChatGPT says on its own; the ads relationship is what you pay for. OpenAI sells the ads and also supplies the mention data, and it has not said whether sponsored placements count as mentions. A rise in mentions after you start sponsoring an agent proves nothing about organic visibility until OpenAI explains the count.

Questions the post leaves open:

  • Ranking: Does claiming a profile or adding a feed change whether ChatGPT mentions a business?
  • Thresholds: How many conversations does a business need before insights appear?
  • Mentions: What counts as a mention, and does it include sponsored placements?
  • Discovery topics: Are they based on website citations or on any appearance?
  • Coverage: Do insights cover every ChatGPT surface?
  • Verification: How are non-Shopify businesses verified, and in which countries?
  • Pricing: Is a Business Agent free, and what does sponsoring one cost?

Reference

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