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The Google My Business moment, checked against OpenAI's own documents

OpenAI's Businesses in ChatGPT beta is being called the new Google My Business. OpenAI's own pages promise no placement, and claiming means accepting its terms.

1.2 billion

People who use ChatGPT each week, as OpenAI states it in its Businesses in ChatGPT announcement of 10 November 2026. OpenAI’s own global figure, not independently measured, not a count for any one country, and not the number of people who will see any one business: OpenAI also says claiming does not guarantee higher placement or sales

The comparison everyone reached for on launch night was Google My Business: claim your listing early, clean it up, and win for a decade. OpenAI’s own pages do not support the second half of that sentence. They say claiming does not guarantee higher placement or sales, that claiming does not change a profile’s visibility, and that OpenAI may display a listing whether you claim it or not. What claiming does involve is accepting OpenAI’s Businesses in ChatGPT Terms, which are worth quoting at length.

We read the announcement, the business page, the help article, the policy page and the terms, and we opened Business Hub from a Hungarian account.

What OpenAI actually shipped on 10 November

The announcement says “We’re introducing Businesses in ChatGPT in beta”, and that through Business Hub “businesses can claim their business, manage their information, and see insights on how people engage with them on ChatGPT”. It frames the audience as “the 1.2 billion people who use ChatGPT each week”, which is OpenAI’s own global figure, not a count for any one country. And it calls the whole thing “an early step in bringing businesses more deeply into ChatGPT.”

Once verified, a business can “update key details and add self-service product feeds with pricing and availability”. Eligible organizations can also “build, test, and launch a Business Agent”, a labelled chat that answers questions about the business. The help article limits those agents to “eligible ecommerce and online service businesses in the US with a website”, and says the agent explains products and policies and links to the website, where customers complete purchases or bookings.

Where the Google My Business comparison comes from

Greg Isenberg wrote on X that “this could be the google my business moment for ai”. Corey Haines made the same comparison with the prediction spelled out: “The businesses that claimed and cleaned up their listings early won local search for a decade”. Both are opinions, and both lean on Google’s history, which is well documented. Near Media’s timeline of the product’s names starts in 2005 with Google Local Business Center, which Google described as “a free tool for businesses to easily add or update their business listings that appear in Google Local.”

YearName of Google’s claim tool
2005Google Local Business Center
2009Google Places
2011Google+ Local
2014Google My Business
2021Google Business Profile

The listings business around the tool changed too. When Moz handed its listings management to Uberall in 2019, its statement, quoted by Local SEO Guide, said “Listings management is tangential to SEO”, and the same write-up quoted a saying from the local search trade: “SMBs don’t buy anything, they’re sold.”

So the analogy carries a specific promise: that claiming early produces an advantage in the results. That is the part to test against OpenAI’s text.

What the dashboard counts, and what it leaves out

The help article defines the insights narrowly. They “show aggregate activity over the past 28 days, including mentions and website clicks.” For an online business, “a mention counts when ChatGPT references the business’s website. The brand name alone doesn’t count.” For a local business, a mention counts when ChatGPT shows a result for that location.

Discovery topics are themes from answers that mentioned or cited the business, and OpenAI says plainly that “These themes don’t reveal individual prompts or directly measure customer intent.” The article also says “Businesses don’t receive individual prompts or consumer conversations, including chats with their business agents.”

Insights appear only once activity clears a reporting threshold, and “A blank metric can mean activity hasn’t reached the reporting threshold, data is still being collected, or reporting is unavailable. It doesn’t necessarily mean zero activity.” The help article does not state the threshold values.

The people who got inside on launch day report the same shape. Kevin Indig listed mentions, citations and website clicks on a rolling 28-day window, and among the things not yet available, individual prompts and competitive share of voice or ranking benchmarks. Hans van Gent put it in three words: “No competitor set”. Barry Schwartz reported his claim as pending with no data at first, and quoted the dashboard’s own caveat on clicks: “Clicks don’t confirm website visits or conversions.” Citeme’s test account showed “No data is available for this timeframe”.

The data is first-party and it includes website clicks. It is also a count from one engine, filtered by OpenAI’s definition of a mention, with no prompts and no competitors attached. For another case of a first-party report that leaves out the number an owner needs most, see the post on Google’s AI opt-out.

”Claiming does not guarantee higher placement or sales”

That sentence is OpenAI’s, from its business page, in full: “ChatGPT continues to make independent recommendations and comparisons. Claiming does not guarantee higher placement or sales.”

The help article goes further. Claiming lets you manage the information you provide, and “It doesn’t guarantee increased visibility or give you direct control over ChatGPT’s independent recommendations.” It also says “Claiming a profile or disputing ownership doesn’t change its visibility in ChatGPT.” Digiday quoted OpenAI’s Benji Shomair saying that claiming a business “should not have an impact on how frequently it appears”. Whether accurate business information helps indirectly, for example through better feed data, nobody has tested.

Haines’s sentence is a claim about winning in the results, and OpenAI has written in two places that claiming brings no guarantee of placement or visibility, and in a third that claiming does not change visibility. The terms say the same in contract language: Section 8 states that OpenAI does not guarantee “any particular placement, ranking, visibility or level of distribution”. If you want the paid side of this question, we looked at it in the analysis of ChatGPT ads and citations, and OpenAI’s help article states that “Advertising doesn’t influence ChatGPT’s independent answers.”

The analogy also assumes that an unclaimed business is missing. Under Section 4.1 of the terms, OpenAI “may create, maintain, and display a business listing on OpenAI Properties using Customer Data and other information OpenAI is otherwise entitled to use, regardless of whether you claim, manage, or cease managing it.” Claiming “does not give you exclusive control over its contents”. Staying away from Business Hub therefore does not keep a business out of ChatGPT. What claiming adds is the ability to manage the listing under these terms, and the help article says “OpenAI reviews and publishes changes.”

What the terms say, section by section

The Businesses in ChatGPT Terms carry the line “Last updated: November 9, 2026”. Their preamble says that by enabling, accessing or using the service, or by providing data through it, “you agree to these Terms and represent that you have authority to bind the applicable entity.” Below are the clauses that matter most, quoted from the page as we read it on 11 November 2026. This is not legal advice. Whether these clauses are enforceable against an EU business is an open legal question.

SectionWhat the text says
2.1”you retain all rights you have in Customer Data, and OpenAI owns all rights in Businesses in ChatGPT and Insight Data.”
4.2The Display Use licence “is perpetual and irrevocable for basic business information you submit for public display, including business name, address, contact details, category, opening hours, and website.”
9”You will indemnify, defend, and hold harmless OpenAI and its Affiliates and licensors” against liabilities “arising out of any Claim related to” items (a) to (e), including Customer Data and “your business, products, or services”
10.1You “irrevocably and perpetually covenant and agree not to assert or commence” any “Covered Claim” against OpenAI or its Affiliates
10.2You “irrevocably and perpetually waive, release, and forever discharge” OpenAI from all Covered Claims, “whether known or unknown”
10.3Nothing will “require OpenAI or its Affiliates to modify, delete, or cease providing any of their products or services, including any product or service in which Customer Data has been used or included”, and you waive equitable remedies including injunctive relief

Three definitions in Section 11 decide how wide those clauses read. A “Claim”, for the Section 9 indemnity, “means legal proceedings filed by a third party.” Section 9 itself states no cap, and it ends by pointing to “the Agreement’s indemnification procedures”, an Agreement the terms page does not reproduce.

A “Covered Claim” is not limited to the listing. Part (b) covers claims relating to “any other content, data, or materials that are or were published or made available at any time prior to or during the term of these Terms on or in websites, applications, or other online properties owned or operated by you or your Affiliates”. Part (c) extends to content you have or assert rights in on any other website. The definition excludes one thing: “a claim that OpenAI breached these Terms”.

“Access Purpose”, the purpose for which you provide Customer Data under Section 2.2, means “OpenAI’s and its Affiliates’ development, provision, and improvement of their products or services.” Section 10.2 also waives California Civil Code Section 1542 “or any similar law or principle under the laws of any other jurisdiction”, and Section 10.3 says it survives termination.

Section 4.1 adds one operational line: “By using Business Hub, you agree OpenAI’s AI assistant may make calls to you on behalf of our users”, with an opt-out link next to it.

The terms are public and linked from the first screen. How a court in your country would read them is a question for a lawyer who has the whole document, including the Agreement it supplements.

What we saw from a Hungarian account

On 11 November 2026 at about 00:09 CET we opened Business Hub at chatgpt.com/business-hub with a Hungarian account. It opened with no region block. The first screen was in Hungarian, with the headline “Érj el új ügyfeleket, és lendítsd fel a vállalkozásodat a ChatGPT segítségével” and one search field, “Vállalkozás keresése”.

Under the search field, one line in English reads: “By continuing, you accept OpenAI’s Businesses in ChatGPT Terms.” It links to the terms quoted above.

We stopped there, because of Sections 9 and 10. Nothing was entered, claimed or verified. So we cannot tell you what the Hub offers after the first screen: which business types, which verification methods, or whether a “not available in your region” message appears later. An open first screen says nothing about whether claiming works.

Who can claim today, per the documentation

OpenAI’s announcement says “Any eligible business located where ChatGPT is available can claim their business in ChatGPT through Business Hub”, and the business page adds that eligibility “depends on factors including industry, location, and our verification and integrity checks.” No OpenAI page we read contains a country list.

The narrower rules sit in the help article and the business page:

  • “Claiming is initially available to eligible businesses with a website.”
  • “Local stores and restaurants can currently claim only an existing U.S. listing.”
  • “If you run an eligible online business, you may see an option to add it.”
  • After approval, the owner or an authorized representative must pass an identity check with Persona before publishing changes, viewing insights or creating an agent. Persona may ask for a government-issued ID, business registration information and proof of authority.
  • “Only unpublished draft profiles can be deleted.” A new profile created through Persona is published automatically on approval.

The launch-day testers fit that picture. Flavio Copes, testing from Italy, concluded that “Being in Italy, Business Hub would give me the profile, its details and the insights”, and saw the service option marked “Coming soon”. Citeme found that only the online store path reached profile creation, the physical location option led to a waitlist, and service was marked “Coming soon”. Aleyda Solis reported that service businesses were not covered yet. Van Gent’s advice for clients outside the US: “start with an online business: local shops cannot claim outside the US yet”.

The sources do not fully agree on physical locations outside the US, so treat that case as unsettled until someone reports a completed claim.

What a business should do this week

Read the terms before anyone clicks past the first screen. The terms say whoever agrees represents that they have authority to bind the business, so decide who that is, and have a lawyer read Sections 2.2, 4, 9, 10 and 11 together with whichever Agreement applies to you.

If you decide to claim, the claim belongs to the owner or an authorized representative. The help article says the admin who claimed can then give an agency access using the agency’s own ChatGPT account, and that a personal claim invitation must not be forwarded. Be wary of any offer to claim on your behalf without you: the documented route runs through the owner or an authorized representative, and a Persona check with ID and proof of authority.

Get the details right before approval: Support cannot unpublish a published profile as part of a setup or ownership request.

Take your own baseline first. Van Gent suggests recording about 20 prompts before claiming, an approach he says he had not yet run on a client. The method in our guide to checking AI citations without a tool works for this, and it records prompts and competitors, which the testers say the Hub does not show. If you pay for outside help, pay for the hours it saves you. OpenAI says claiming does not change visibility, so a ranking effect from the claim is not something anyone can sell you. What its pages describe is a profile you can edit after review, a 28-day count of one engine’s mentions and clicks, and a set of terms worth reading slowly.

Frequently asked questions

Does claiming my business in ChatGPT improve how often ChatGPT recommends it?

OpenAI says it does not promise that. Its business page says "Claiming does not guarantee higher placement or sales", and its help center says claiming a profile "doesn't change its visibility in ChatGPT."

What does the Business Hub dashboard show?

Aggregate activity over the past 28 days, including mentions and website clicks, plus discovery topics. It does not show individual prompts or conversations, and a blank metric can mean the reporting threshold has not been reached rather than zero activity.

Who can claim a business in ChatGPT today?

OpenAI says claiming is initially available to eligible businesses with a website, and that local stores and restaurants can currently claim only an existing U.S. listing. Business Agents are limited to eligible ecommerce and online service businesses in the US.

What do I agree to when I continue in Business Hub?

The first screen says "By continuing, you accept OpenAI's Businesses in ChatGPT Terms." Those terms include a perpetual and irrevocable display licence for basic business information (Section 4.2), an indemnity (Section 9) and a covenant not to sue plus a release (Section 10). This is not legal advice; have a lawyer read the full text.

Can I delete a published ChatGPT business profile?

OpenAI's help center says only unpublished drafts can be deleted, and that OpenAI Support cannot delete, unpublish or hide a published profile as part of a setup or ownership request.