ChatGPT now lets businesses claim profiles. Early dashboards show few clicks.

OpenAI on Tuesday launched Businesses in ChatGPT in beta, letting companies claim a profile inside the chatbot, update their details, add product feeds with prices and availability, and see how often ChatGPT mentions them, the company said. Eligible U.S. ecommerce and online service businesses can also publish a Business Agent that customers may choose to chat with about products and policies.

OpenAI's Nov. 10 post presents the program as a way to reach the "1.2 billion people who use ChatGPT each week." Reuters, in a dispatch published at 1:02 p.m. ET that day, confirmed the beta and the U.S. limit on Business Agents. What a business actually gets is narrower than a guaranteed boost in ChatGPT's answers. Early public dashboards, reported by PPC Land, show a wide gap between being mentioned and being clicked.

The doorway is a new portal called Business Hub. "In Business Hub, companies can claim their organization in ChatGPT and, once verified, update key details and add self-service product feeds with pricing and availability," OpenAI wrote. Any eligible business "located where ChatGPT is available" can claim through the Hub, the company said, though the sign-up page adds that eligibility "depends on factors including industry, location, and our verification and integrity checks." A person must own the business or be authorized to represent it. An ads account or ChatGPT Enterprise agreement is not required to claim an eligible listing, the help center says, and local stores and restaurants "can currently claim only an existing U.S. listing."

Verification is layered. The help center lists phone, business email, website domain, or Shopify as claim methods, then requires Persona identity verification before a business can publish changes, connect a feed, view insights, or create an agent. "Claiming your business alone doesn't give its profile a verified badge," the help center says. "The verified badge, shown as a blue check, appears after your Persona verification is approved." "ChatGPT continues to make independent recommendations and comparisons. Claiming does not guarantee higher placement or sales," the sign-up page says.

Retailers can upload a feed "to share product details, pricing and availability," the sign-up page says, and "ChatGPT may use this information to answer customer questions." The help center allows a CSV that follows OpenAI's product feed specification, a hosted URL, or a Shopify feed. "Connecting a feed doesn't publish an agent or guarantee that ChatGPT recommends your products," the help center says.

After a claim is approved, eligible organizations "can build, test, and launch a Business Agent," which OpenAI called "a new way to answer questions and help people explore their offerings." If a Business Agent is available, customers can start a conversation from the business's ChatGPT profile. "The Business Agent conversation is clearly labeled, separate from the customer's original ChatGPT conversation, and distinct from ChatGPT's independent answers," OpenAI wrote. Agents are limited to eligible ecommerce and online service businesses in the United States, and "business verification alone does not guarantee agent eligibility," the Business Agents Policy says. The current agent cannot close the sale inside ChatGPT. "The current experience lets your agent explain products and policies and link to your website, where customers complete those actions," the help center says.

Businesses "can also sponsor their Business Agent and use it as the destination for ChatGPT Ads to reach more potential customers," OpenAI wrote. "Sponsored placements are clearly labeled and separate from ChatGPT responses." "Ads do not influence ChatGPT's answers," a help article on Ads Manager says. Availability is not universal: a newer help article, updated around Nov. 11, says the format is "rolling out to eligible advertisers in Ads Manager over the coming weeks," while an older one still on the site described a "limited alpha test" for "selected advertisers." Business Hub and Ads Manager agents do not yet sync, OpenAI said. The company does not publish a standalone price. "Your campaign's billing settings apply to the ads that use your agent. There's no separate charge for an agent conversation or for each message in a chat," the help article says. No public rate card was listed.

Business Hub "provides aggregated insights into how people engage with a business in ChatGPT," including "the number of mentions and website clicks a business receives," OpenAI said, plus "discovery topics—common themes across conversations where their website is cited." Insights appear "only when there are enough conversations or interactions to meet certain thresholds," which are not quantified, and conversations are not shared with businesses. "For an online business, a mention counts when ChatGPT references the business's website. The brand name alone doesn't count," the help center says. For a local business, a mention counts "when ChatGPT shows a result for that location, even if the customer doesn't open the listing or visit the website." A help note on the clicks tile, published by Search Engine Roundtable and quoted by PPC Land, reads: "Number of recorded clicks on links to your website in ChatGPT. Clicks don't confirm website visits or conversions."

The first public numbers arrived quickly and looked nothing like OpenAI's illustration. A fictional toy shop in OpenAI's launch materials showed 15,356 mentions and 5,432 website clicks over seven days, about 35 percent of mentions producing a click by PPC Land's calculation. Live dashboards shared after the launch looked very different. "Conrad O'Connell posted the Business Hub view for BuildUp Bookings on X, showing 690 mentions and 24 website clicks over 28 days," PPC Land reported on Nov. 11. Another account, posting as Second, "shared a Spanish-language dashboard for Zianvo with 28 mentions and one click on a link to the website." Both come to about 3.5 percent of mentions producing a click, PPC Land calculated, "a tenth of the ratio in OpenAI's illustration." "Two dashboards are anecdotes, not a benchmark, and the example figures were never presented as typical," the publication wrote. Both live dashboards "carried the label 'Data through Nov 9 (UTC),' a day before the launch," PPC Land reported, suggesting the counts include activity from before the businesses claimed their listings. Sayer did not independently retrieve O'Connell's or Second's posts; the 690 and 24 figures come from PPC Land.

OpenAI has not said how large the reporting threshold is, whether repeated mentions in one conversation count once or several times, or that claiming a profile changes how often a business is mentioned. At least one launch-day claim outside the United States went to a waitlist, according to PPC Land. A fee for claiming a profile or publishing an unpaid agent was not listed.

For small businesses, the practical offer is a chance to correct facts, attach a product feed, and, if volume is high enough, see how often ChatGPT points at their website — not a promise that ChatGPT will send them customers. Mentions can pile up without clicks, and a blank dashboard may mean the business has not crossed a hidden threshold, not that no one mentioned it. For advertisers, the same profile can become a paid destination, but only if the ad account is eligible and the sponsored agent is built in Ads Manager. Whether that is worth the spend will depend on evidence that, so far, amounts to two early dashboards and a fictional example, not a benchmark.