What ChatGPT's Business Hub Counts as a Mention, and What It Leaves Out
OpenAI now shows a business its mentions, website clicks and discovery topics in ChatGPT. What each number counts, why a strong brand can show a low one, and what you still need to measure yourself.
Guilherme Hortinha · 11 November 2026
Short answer: in Business Hub, a mention means ChatGPT referenced your website. Your brand named in an answer without a link to your site does not count. Website clicks are clicks on those links recorded by ChatGPT. Discovery topics are themes, never the questions people asked. Competitors, share of voice and the reasons behind a change are absent.
The numbers Business Hub shows
OpenAI launched Businesses in ChatGPT in beta on 10 November 2026. Its Insights page reports, for the last 7 or 28 days:
Number | What it counts |
|---|---|
Mentions, online business | Times ChatGPT referenced the business's website. The brand name alone does not count. |
Mentions, local business | Times ChatGPT showed a result for that location. |
Website clicks | Recorded clicks on links to the website in ChatGPT. OpenAI's own note: "Clicks don't confirm website visits or conversions." |
Discovery topics | Themes across the conversations where the website was cited. |
Two conditions apply to all of them. They are aggregated, and OpenAI says they are "only available when there are enough conversations or interactions to meet certain thresholds". A blank is therefore different from a zero.
Mention and citation are two things
The AI visibility field has used "mention" for one thing and "citation" for another:
Which brands does ChatGPT name for your buyers' questions?
A mention: the brand is named in the answer.
A citation: a page from the brand's website is linked as a source.
Business Hub calls its number mentions and defines it as website references. In the field's terms it is a citation count. A brand that ChatGPT names often without linking can show a high mention rate in a tracking tool and a low or blank number in Business Hub, and both readings are true.
Any report that carries both should label them: "named in the answer" for the first, "website referenced" for the second, on separate charts.
What Business Hub leaves out
The questions. Topics are grouped themes. OpenAI states it does not share users' conversations with businesses.
Competitors. No view of who else was named beside you.
Share of voice. OpenAI told Digiday it "isn't part of this beta".
Other engines. Gemini, Claude, Perplexity and Google's AI answers are outside it.
History beyond the window. Only the recent days are shown, so a number nobody wrote down is gone.
Counts and rates answer different questions
Business Hub counts what happened across every real conversation. Prompt tracking asks a fixed set of buyer questions on a schedule and reports how often a brand appears.
Business Hub | Prompt tracking | |
|---|---|---|
Source | Every real ChatGPT conversation | A chosen set of questions, asked repeatedly |
Unit | A count | A rate over the questions asked |
The exact question | Hidden | Known |
Competitors | Hidden | Shown |
Engines | ChatGPT | Several |
Clicks | Shown | Read from analytics |
The like-for-like comparison is Business Hub mentions against your citation rate in ChatGPT, as a trend over the same weeks. Comparing it with a mention rate compares two different things.
Three checks the Hub makes possible
Direction. Do Hub mentions and your tracked ChatGPT citation rate rise and fall together? If they diverge, the questions you track are a poor sample of the questions people ask.
Topics. Do the discovery topics match the question groups you track? A topic you do not track is a gap. A group that never appears as a topic may be a question few people ask.
Clicks. Compare Hub website clicks with ChatGPT referrals in your analytics over the same days. The difference is traffic your analytics files under another source, as in measuring ChatGPT traffic in GA4.
What to do this week
Claim and verify the business. The numbers start once you are verified.
Write down the 7-day figures every week, with a screenshot of the topics.
Keep the Hub numbers and your tracking numbers on separate charts.
Frequently asked questions
Does a brand mention without a link count in Business Hub?+
No. For an online business, a mention is a reference to the website.
Why is my Business Hub chart empty?+
Insights appear only above an activity threshold that OpenAI does not publish. An empty chart can mean too little activity to show.
Can I see which questions led people to my business?+
No. Business Hub shows grouped topics. OpenAI does not share conversations.
Does Business Hub show competitors or share of voice?+
No. OpenAI has said share of voice is not part of the beta.
Can I export the data?+
OpenAI has announced no export, so keep your own weekly record.
Is your site technically ready to be quoted by AI? Get your score.
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Terms in this article
Co-founder & Head of AI Innovation, Index Lab
Guilherme co-founded Index Lab, an AEO/GEO agency that makes brands the answer AI gives across ChatGPT, Gemini and Perplexity, taking clients from zero AI visibility to top recommendations.
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