You Can Now Claim Your Course Business Inside ChatGPT. The Interesting Part Is the Data It Hands Back.

For about two years, course creators have been told the same thing: ChatGPT is the new search engine, get yourself mentioned in it, this is where students will find you now.

Nobody could ever prove it was happening.

That changed on Tuesday. OpenAI introduced Businesses in ChatGPT in beta, letting companies claim verified profiles and launch AI agents that answer questions from the chatbot's users. The dashboard behind it, Business Hub, went live in beta on November 10, 2026.

The profile is the boring half. The numbers are the reason you should care.

The three metrics that matter to a course seller

Business Hub insights cover mentions, website clicks and discovery topics, which are common themes in conversations where a business's website is cited. Brand insights shows tiles for mentions, profile views and website clicks, a mentions trend chart and the top five discovery topics. The data runs in seven-day and 28-day views.

Read that third metric again. Discovery topics are the themes people were discussing when ChatGPT pointed at your site. Common themes in answers that mentioned or cited your business.

If you sell a Notion course and your top discovery topic turns out to be "freelance invoicing templates," that is not a vanity metric. That is a sales page rewrite, a lead magnet, and possibly a second product.

One caution on what counts. For an online business, a mention counts when ChatGPT references your website in an answer — not your brand name alone. Being talked about and being cited are different things, and only one of them shows up here.

It's free, and that is the whole story this week

Digiday reported that Business Hub and agents are free for now. The hub lives at chatgpt.com/business-hub.

That matters because an entire cottage industry of AI-visibility trackers has spent the past eighteen months selling creators exactly this information, inferred from the outside, on a monthly subscription. OpenAI just started giving away the first-party version. Until now, the only first-party number anyone had for ChatGPT was referral traffic in analytics; Business Hub adds mentions and topics, a first look at data from OpenAI's side.

Getting in requires actual verification, not a form. Any online business with a website can claim a profile in countries where ChatGPT is available. You verify the business via DNS record, business email, business phone or Shopify, then pass a personal ID check. Once approved, you can edit your profile and see mentions, website clicks and discovery topics. Verified companies can also upload product feeds with prices and availability.

For a solo operator running a membership off a custom domain, the DNS route is a ten-minute job. The ID check is the part that will filter out the people who run eleven faceless brands.

Then there is the agent

The second half of the launch is the one with teeth. Business Agents are available to eligible e-commerce and online service businesses in the U.S. After claiming their profiles, eligible businesses can build, test and launch them.

Most course and membership operators are, legally and categorically, online service businesses. Which means a significant slice of this audience is eligible on day one for something that did not exist last week: a bot that answers prospect questions about your program, inside the app where the prospect is already asking.

OpenAI has drawn a line around it. Conversations with Business Agents are clearly labelled and kept separate from users' original ChatGPT conversations and the platform's independent answers. Businesses can sponsor their agent and use it as the destination for ChatGPT Ads. That format builds on Sponsored Agents, which OpenAI began testing in September with selected advertisers, and the company says paying for ads does not change how often ChatGPT recommends a business.

So: organic listing free, conversational storefront free, amplification paid. Anyone who has watched a platform mature will recognise the shape of that.

Now the cold water

OpenAI's own example dashboard, for a fictional San Francisco toy shop, shows 15,356 mentions, 1,234 profile views and 5,432 website clicks over seven days. Real launch-day dashboards were far lower. One business shared 690 ChatGPT mentions and 24 website clicks over 28 days, a click rate of about 3.5%.

Twenty-four clicks in a month. For a $49 product that is lunch. For a $2,000 cohort, one of those clicks converting pays for the year.

The clicks are also softer than they look. Website clicks are clicks on links to your site inside ChatGPT, and OpenAI notes that clicks "don't confirm website visits or conversions" — that stays in your own analytics. Some people click and leave before the page loads, and some analytics setups label ChatGPT traffic differently, so expect Google Analytics to show fewer sessions than the hub shows clicks.

The hub also won't show you the thing every creator actually wants to know, which is whether ChatGPT recommends you or the person who undercut your price by $200. It covers only ChatGPT, not Gemini, Perplexity, Claude or Google's AI Overviews, and it offers neither specific prompts nor competitor comparisons. Insights cover the business you manage: its mentions, clicks and discovery topics.

And no, you don't get to read the conversations. "We don't share users' conversations or Business Agent chats with businesses," OpenAI said. Data is aggregated and only appears once a minimum number of conversations is reached — which, for a small creator with a quiet quarter, may mean staring at empty tiles for a while.

What to actually do on Thursday

Claim it, even if the numbers come back embarrassing.

Then screenshot them. Record a baseline: mentions, clicks and discovery topics on day one, then monthly. The absolute figure in week one is meaningless. The slope over six months is the only AI-visibility report anybody will believe next year.

You can already track part of this yourself: ChatGPT adds utm_source=chatgpt.com to the links it sends, so those visits are filterable in your own analytics today. Business Hub tells you the clicks. Your analytics tells you what they did next. Run both.

OpenAI says it plans to extend Businesses in ChatGPT and Business Agents to more markets and business categories, and to build tools for organizations with more complex needs. Translation: the eligibility list gets longer, the free window probably gets shorter, and the creators who claimed in week one will have a year of trend data that nobody else does.