OpenAI launched the ChatGPT Business Hub on November 10 as a free beta, and the detail that matters most is how it counts you. For an online business, a mention only counts when ChatGPT references your website, and in the words of an OpenAI spokesperson, "just naming the brand doesn't count" (Digiday).
I wrote about this tool on Monday, the day before it launched, working from screenshots and leaks (Claim Your Business in ChatGPT). A few of my guesses held up and a few questions now have answers, so this is the follow-up.
The short version
Any eligible business can claim its profile in ChatGPT for free, verify it, edit its details and add a product feed. Eligible U.S. ecommerce and online service businesses can also publish a Business Agent.
The insights show mentions, website clicks and a short list of recurring topics over 7 or 28 days. There are no prompts, no transcripts and no share of voice.
A mention means ChatGPT referenced your website. If ChatGPT recommends you by name while citing a review site or Reddit, the Business Hub doesn't count it.
OpenAI says claiming won't change how often you show up. The same agent you get for free can also be bought as an ad destination.
What launched on November 10
OpenAI's announcement covers three pieces (OpenAI). You can claim your business and manage its information in the Business Hub, you can add product feeds with current pricing and availability, and if you qualify you can build a Business Agent that answers customer questions in a labeled conversation "separate from ChatGPT's independent answers" (OpenAI Developer Community).
Verification runs through your business phone, email, a DNS record on your domain, or a Shopify store, and then the person managing the listing has to pass an identity check before they can publish changes or build an agent (VentureBeat). The admin can add teammates and give an agency access, and there's a "Dispute ownership" option if someone else already claimed your listing (Searchable).
Businesses can't bring their own agent. OpenAI builds it from the instructions and product feed you supply, and when a shopper is ready to buy, the agent sends them to your site (Digiday).
What counts as a mention in the ChatGPT Business Hub
OpenAI told Digiday that a local business gets a mention when ChatGPT shows a result for that location, and an online business gets one when ChatGPT references its website. Clicks are "clicks on links from supported ChatGPT surfaces, not completed visits or purchases" (Digiday).
So the mention count is closer to a citation count. I wrote a few weeks ago about how ChatGPT can recommend a brand and still not cite its site (AI brand mentions vs citations), and that gap now shows up as a hole in OpenAI's own numbers. If buyers hear about you mostly through G2, Reddit, Wikipedia or a trade publication, ChatGPT may be recommending you all day while your Business Hub shows a low count.
Nothing in the definition I've seen looks at sentiment, either. An answer that links your site while telling the buyer to pick someone else looks, as far as I can tell, like any other mention. I could be wrong about that one, and I'd love to see OpenAI clarify it.
Try a few scenarios here and see which ones the dashboard would count.
Interactive · Make your call
Would the Business Hub count it?
Five things that can happen in a ChatGPT answer. Pick your answer for each, then see how OpenAI's definitions treat it.
Source: OpenAI's definitions as reported by Digiday, Nov 10, 2026. Scenario 4 is my reading; OpenAI hasn't addressed sentiment.
What Monday's open questions look like now
On Monday I ended with a list of things I didn't know, and most of them have answers now.
Does a mention count when ChatGPT warns a buyer off? Still unanswered. Will it count mentions without a link? No, for online businesses it needs your website. Is it U.S. only? Claiming is open wherever ChatGPT operates and verification is supported, though the agents are U.S. only for now and at least one non-U.S. claim was waitlisted on launch day (PPC Land). Will agencies get access? Yes, through the admin. Will OpenAI share prompts? No, you get the top recurring topics instead, which OpenAI describes as common themes across conversations where your website is cited.
The topics list is more than I expected. It's still themes, so you'll know roughly what kinds of questions you show up in without seeing the questions themselves.
Interactive · Toggle the view
Leaked on Nov 6, launched Nov 10
Sources: Search Engine Roundtable (Nov 6); Digiday, PPC Land and VentureBeat (Nov 10 to 11).
The early click numbers
On Monday I pointed to a leaked 2025 OpenAI publisher report where one top page had a click rate of 0.69% (MarTech). The first live dashboards look different. PPC Land found one live dashboard showing 690 mentions and 24 clicks over 28 days, which works out to about 3.5%, and another showing 28 mentions and one click (PPC Land). Those are two businesses, and a Business Hub mention isn't the same unit as a link impression in last year's report, so I wouldn't compare the two or build a benchmark on either.
My advice from Monday still stands. Expect the click line to look small, pair it with branded search and Direct visits to your AI-cited pages, and don't let the first chart set your strategy. If your dashboard shows dashes, that may only mean you're under OpenAI's reporting threshold, which it hasn't published.
The free agent and the paid agent
The Business Agent is free right now. Benji Shomair, OpenAI's VP of monetization, called it "the organic experience" and said the agent behind the paid version "should be the same." He didn't rule out charging later (Digiday).
He also said the core product has to "maintain objectivity" and that claiming a business "should not have an impact on how frequently it appears," while adding that better business data could help ChatGPT surface you in more relevant conversations. I read that as: claiming won't buy you a recommendation, and clean information can still help ChatGPT match you to the right questions. If you're weighing ads against organic work, I covered what an ad can and can't buy you in ChatGPT a couple of weeks back.
How to set up the ChatGPT Business Hub
Before you claim anything, figure out who in the company is going to own the listing. This is the step most likely to stall.
Number one, claim and verify. Pick the method that won't wait on another department (a DNS record usually means IT; Shopify usually means ecommerce), and line up the person who'll pass the identity check.
Two, fix the profile and the feed. Make sure pricing, availability, policies and descriptions match your site, since that's what the agent and your listing will draw from.
Three, decide on the agent before you build it. Somebody has to write its instructions, test the answers, and own what it says about returns, guarantees and pricing. OpenAI's agent policy bars inventing prices or availability, which helps, though it won't catch a stale policy you forgot to update (Relevant Audience).
Then last, take a baseline of what ChatGPT says about you today, outside the dashboard. Run your main buying questions several times and record whether you're named, whether your site is cited, and whether the answer is a yes or a no. The free Quick Check walks you through that first pass, and if you'd rather have it done for a team, that's what the AI Visibility Audit is for.
Checklist · Tap what's done
Your ChatGPT Business Hub setup
Six steps, roughly in order. Tap each one you've finished to see what's next.
Steps based on OpenAI's launch details as reported by VentureBeat, Searchable and Digiday. It's a beta, so details may change.
What the Business Hub doesn't change
The dashboard counts mentions and clicks and sorts them into topics, and that's about where it stops. It won't tell you what ChatGPT thinks of you, how you compare with competitors, or what Gemini, Claude, Perplexity and Google's AI Mode are saying. Debra Aho Williamson of Sonata Insights made that point to Digiday, saying OpenAI's data will take some power away from third-party tools while demand likely stays strong because ChatGPT is one platform.
The AI Verdict Study is why I keep pushing on this. Across 576 buyer conversations, the same buyer got both a yes and a no for the same brand on the same engine in 21 of 72 pairings (AI Verdict Study). As far as the published definition goes, a website reference counts as a mention either way, so a brand in that spot could see a healthy mention line and still be losing the decision. The wider numbers are in The Click That Didn't Happen, and the reasons engines land on one brand over another are what I wrote Explainable about.
If you've claimed your listing already, I'd like to know what your first week looks like, especially your mentions-to-clicks ratio and which topics showed up. Send me a note, and if enough of you do, I'll share the patterns without names.
Jarred Smith is the author of Explainable: Why AI Recommends Some Brands & Ignores Others, an Amazon bestseller on AEO, GEO, and SEO. He's a marketing leader with nearly 20 years of experience across healthcare, public media, retail, and environmental services. Find him at jarredsmith.com.