Claim your company's ChatGPT profile this month, because it is free and nothing OpenAI has published describes a way to dispute a wrongful claim. Treat the paid version of the same agent as an unproven ad buy. On November 10, OpenAI opened a beta called Businesses in ChatGPT. It has three parts: a Business Hub where a company claims and edits its profile, an Insights dashboard, and Business Agents that answer product questions inside ChatGPT. The agents are free for now, Digiday reports from an interview with OpenAI's VP of monetization Benji Shomair. OpenAI also sells that same agent as a sponsored ad. You never see the transcripts, and the click counts in your dashboard are not purchases.
For a marketing or digital leader, that splits the launch into a cheap defensive move you should make now and a paid one you should hold until there is evidence.
What OpenAI Actually Launched on November 10
Businesses in ChatGPT is a beta that lets a verified company control what ChatGPT knows about it and, in some cases, publish its own agent there. PPC Land's walkthrough of the launch lists the parts: profile claiming, product feeds with prices and availability, an Insights dashboard, and Business Agents. OpenAI pitches it as a way to reach "the 1.2 billion people who use ChatGPT each week."
Eligibility depends on which part you want:
- Profile claiming is open to eligible businesses in any market where ChatGPT is offered, subject to industry, location and verification checks, per iTech Post's summary of OpenAI's announcement.
- Business Agents are limited for now to eligible ecommerce and online-service businesses in the United States. Shomair declined to give Digiday a timeline for a wider rollout.
- Existing ChatGPT Enterprise customers and advertisers have to claim through their OpenAI representative, Techeconomy reports. If your company already has an OpenAI rep, start there and skip the self-serve flow.
Shopify merchants get a shortcut. They can connect a store from the Shopify admin or from Business Hub, and product data then flows in through Shopify Catalog (iTech Post). A Business Agent is a separate, labelled chat that opens when a user picks your profile from a ChatGPT answer.
You do not build that agent. OpenAI builds it from the instructions and product feed you supply, keeps control of it, and is "not allowing" brands to bring their own agents, Shomair told Digiday. Your influence over what it says is limited to the quality of your feed and your written guidance.
Why You Should Claim the Profile Now
Claiming is the defensive move, and its main cost is a named person's time. Verification is by a call or text to your main business number or by DNS, followed by a review and an email decision, PPC Land reports, citing Search Engine Roundtable. Editing the business information or publishing an agent requires government-issued ID verification.
That ID requirement decides who owns the profile. Somebody in your company has to put their own identity on it, and that person should not be an agency contractor who leaves in six months. Pick a marketing operations owner with a backup and record who holds it, the same way you record who owns your Google Business Profile or Apple Business Connect listing.
There is also a squatting risk. PPC Land found that OpenAI's materials describe no dispute process for wrongful claims. Impersonation is a known problem on self-serve listing platforms, so a profile you have verified is better protection than one you hope nobody else claims.
Claiming will not move you up the rankings. iTech Post reports that claiming does not guarantee better placement in ChatGPT responses or increased sales. Shomair told Digiday that participating "should not have an impact on how frequently it appears", though the data you supply may help ChatGPT match you to more relevant conversations. Your goal is accurate data in front of ChatGPT, and the free profile is enough for that.
What the Insights Dashboard Measures
Insights counts mentions, profile views, website clicks and discovery topics over 7-day and 28-day windows. None of those is a sale. The definitions are narrower than the labels suggest, so read them before anyone puts the numbers in a QBR deck.
- A mention for an online business counts only when ChatGPT references your website. Naming your brand alone does not count (Digiday). PPC Land notes that OpenAI does not say whether several mentions in one conversation count once or several times.
- A website click is a click on a link from a supported ChatGPT surface. The tile's own help text says clicks do not confirm visits or conversions (PPC Land).
- Low-volume counts are withheld for privacy, and OpenAI has not published the threshold.
- Share of voice is not in the beta (Digiday).
The demo and the real dashboards already look very different. OpenAI's fictional demo brand showed 15,356 mentions and 5,432 website clicks in 7 days, about 35% clicks per mention. The first two live dashboards PPC Land saw showed 690 mentions and 24 clicks over 28 days, and 28 mentions and 1 click, both around 3.5% (PPC Land). Two small businesses prove nothing about yours, but they are a reason to read the demo as a mockup and to set expectations from your own first 28 days.
Should You Keep Paying Your GEO Vendor?
Keep it for now. Run OpenAI's numbers alongside it for a full 28-day window before you decide. Generative engine optimization (GEO) is the practice of measuring and improving how often AI answer engines cite your brand. Tools such as Peec AI and Profound sell it, typically by running a fixed set of prompts and counting what comes back.
The prices are modest next to an ad budget. As of November 14, 2026, Peec AI's pricing page lists Starter at $95 a month for 50 prompts and Advanced at $495 for 350 prompts, each tracking three models. Otterly.AI's pricing page runs from €29 a month for 16 prompts to €489 for 403 prompts. OpenAI's dashboard covers only ChatGPT. These tools also track Google AI Overviews, Perplexity, Gemini and others.
The strongest argument for cancelling comes from an agency that buys these tools. Farhad Divecha, group CEO of Accuracast, told Digiday that his team relies on third-party trackers that estimate visibility from search data, traffic estimators and modelling rather than ChatGPT's own data. If OpenAI's first-party figures show those estimates are "wildly erroneous," he said, his firm would rethink paying for them. Debra Aho Williamson of Sonata Insights gave the counterpoint in the same piece: OpenAI will not share everything, ChatGPT is one platform, and demand for visibility services will stay strong.
The two will not match even when both are accurate, because they count different things. OpenAI counts website references across all real conversations. A prompt tracker counts brand appearances in the prompts you chose. Compare trends, not totals: if both show the same direction on the same topics for 28 days, the tracker is earning its fee on the other engines. If they diverge badly on ChatGPT, ask the vendor why before renewal.
The Sponsored Agent Is the Same Agent, Sold as an Ad
The paid product is your free agent placed as the destination for a ChatGPT ad. Shomair calls the free agent "the organic experience" and says the agent behind both is the same. OpenAI was testing Sponsored Agents with select US advertisers by September 16, Search Engine Roundtable reported: a user clicks an ad and opens a labelled conversation that OpenAI describes as "distinct from ChatGPT's independent answers."
Shomair told Digiday that early tests showed "promising results," mainly in how deep the conversations went. Conversation depth is an engagement metric. Shoppers who are ready to buy are sent to your own site, and how the sale closes is "up to the business." You see conversation themes, not transcripts.
The only independent revenue evidence so far is weak for ChatGPT ads. A working paper by Maximilian Kaiser and Christian Schulze, summarised by PPC Land, found that a paid ChatGPT ad visit generated $0.89 in revenue for US shops against $2.45 for a paid Google search visit. Conversion was 0.37% against 1.17%. The authors put the parity price, where a ChatGPT click returns as much per dollar as a search click, at about $0.26 (a resampled range of $0.05 to $0.57), and the largest publicly known account paid $1.72.
Read the paper with its caveats. It is still under review. One advertiser accounts for 66% of paid ChatGPT purchases in its financial sample. Kaiser is a scientific adviser to Grips Intelligence, which supplied the data. It also measured ChatGPT ads in general, before sponsored agents existed. Even so, it is better evidence than an engagement figure from the seller.
OpenAI has tried to turn ChatGPT into a store once already. Instant Checkout launched in September 2025, and only about 12 Shopify merchants went live with it before OpenAI pulled back in March 2026, EcomCrew reported. According to internal findings EcomCrew described, one reason was that keeping prices, stock and shipping data in sync across listings was harder than expected. Business Agents depend on that same product feed, so feed accuracy is now your problem. Earlier coverage here of OpenAI's commerce protocol push and of how few orders third-party agents brought Uber and DoorDash points the same way: agents drive discovery long before they drive purchases.
Your Plan for the Next 30 Days
Run three things in parallel: claim and lock down the profile, fix the feed, and stand up measurement before you spend.
This Week:
- Name the profile owner and a backup in marketing operations, have one of them complete phone or DNS verification and the ID check, and record who holds it. If you are an existing OpenAI Enterprise customer or advertiser, email your rep instead.
- Search for your brand in Business Hub today. If someone else has claimed it, escalate through your OpenAI rep or legal immediately, because no published dispute path exists.
This Month:
- Audit the product feed you will submit (or your Shopify Catalog data) for price, stock and shipping accuracy, and assign one owner for keeping it current. The agent will repeat whatever the feed says.
- Write the agent instructions the way you would brief a new support rep: return policy, what it may not promise, when to send the shopper to your site. Test the preview against your 20 most common pre-sale questions before publishing.
- Tag every ChatGPT link with UTM parameters and build one report that joins Insights clicks to sessions and orders in your own analytics. Clicks that never become sessions are a number to raise with OpenAI.
Before Your Next Ad Budget Cycle:
- Run 28 days of Insights next to your GEO tracker on the same topics and compare direction, not totals, before deciding on renewal.
- If you test sponsored agents, set a ceiling and judge them on revenue per click against your paid search benchmark. The Kaiser and Schulze parity price of about $0.26 a click is a reasonable first bar. Ask your OpenAI rep for conversion data from the September test before you commit more.
The Bottom Line
Local search went through something similar when Google let businesses claim their listings, and keeping the free profile accurate became routine work for every marketing team. The earlier pieces on Yext's Flamel.ai deal and Zeta Global's purchase of Senso show vendors already selling into the ChatGPT ads budget. Your evidence so far is one working paper that favours search and a dashboard whose clicks are not sales.
Claim the profile and fix the feed this month. Spend on the sponsored agent only after you have 28 days of your own clicks matched to orders.
Continue Reading
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- Yext Buys Flamel.ai to Add Local Ads for Franchise Brands
- Zeta Global to Buy Senso, the Engine Behind Zeta GEO
- Coveo Buys Anglera to Enrich Ecommerce Product Catalogs
- Walmart and Amazon Both Said 40%. Neither Ran a Holdout.
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