ChatGPT Business Hub is live. What counts as a mention?
OpenAI now gives verified businesses first-party data on how people find and engage with them in ChatGPT. The most important number on the dashboard comes with a definition worth reading.
The Lens Team · Narron ·
On November 10, OpenAI launched Businesses in ChatGPT in beta. Eligible businesses can claim and verify their profiles, update their information, and see aggregate insights on how people engage with them. For online businesses, the dashboard counts a mention when ChatGPT references the company’s website. It also reports website clicks and groups related answers into discovery topics. OpenAI’s launch announcement
What Business Hub measures
For an online business, OpenAI counts a mention when ChatGPT references the business’s website. For a local business, showing a result for that location counts. The distinction matters. An answer could say “I’d choose your brand” and link only to an independent review. For an online business, that recommendation would fall outside the Hub’s mention count. An answer could also reference your returns policy while recommending another retailer. Your website reference could count in that case. OpenAI’s Business Hub setup guide
The dashboard preview also shows profile views. Website clicks record an action inside ChatGPT, while sessions and purchases are measured on your site. Discovery topics group the themes in answers where your business was mentioned or cited. Those topics can help you decide what to investigate. Their scope is the activity associated with your business, so they give a partial view of category demand. OpenAI’s launch announcement · OpenAI’s Business Hub setup guide
OpenAI’s setup guide documents a 28-day reporting window and says counts may be incomplete. A blank metric can mean activity fell below a reporting threshold, data is still being collected, or reporting is unavailable. OpenAI keeps individual prompts and conversations private. The public launch documentation describes reporting for your own business and gives no details on competitor benchmarks, an Insights API, or exports. OpenAI’s Business Hub setup guide
What a website reference tells you about brand perception
At Narron, we track where a brand appears in the answer text separately from where a page appears in the source list. A source can inform the answer even when the brand never makes the shortlist. To understand what a buyer actually reads, we look at five dimensions of brand perception. Narron on mentions and citations · The Lens by Narron
| Dimension | What we look for in the answer |
|---|---|
| Awareness | Does the assistant name your brand when the buyer asks about the category without naming you? |
| Authority | Does it describe your brand as a specialist or leader for the problem at hand? |
| Recommendation | Does it explicitly suggest your brand for the buyer’s needs? |
| Preference | Does it choose your brand over a named alternative in a head-to-head comparison? |
| Trust | Does it give evidence for trusting your brand, such as a verified certification or a documented warranty? |
Say you sell refurbished phones and “refurbished iPhone warranties” appears among your discovery topics. ChatGPT could reference your warranty page when explaining what buyers should look for, then recommend a rival because it offers a longer warranty. The citation tells you your page helped answer the question. The recommendation and the reason behind it tell you what the buyer heard about the choice. Each points to a different decision about what to improve.
How to use Business Hub alongside Lens
- Claim your business and record a baseline. Complete verification if you’re eligible, check that your profile details are accurate, and record the reporting dates and available counts. Keep ChatGPT clicks and on-site sessions as separate metrics so you can see where attribution or the user journey may differ. OpenAI’s Business Hub setup guide
- Turn discovery topics into buyer questions. For “refurbished iPhone warranties,” try “Where should I buy a refurbished iPhone with at least a one-year warranty?” and “Which refurbished phone retailer has the best warranty and returns policy?” Include commercially important topics that don’t appear in the Hub so you can test where you’re currently missing.
- Read the answers alongside the counts. Repeat a consistent prompt set across ChatGPT and the other assistants your customers use. Inspect which brands are named, which are recommended, and which sources support the answer. Lens tracks these signals in sampled responses. Use them to find specific gaps, such as a warranty term that’s hard to verify or a competitor comparison you consistently lose. The Lens Help Center
Keep the two measurements side by side in your reporting. Business Hub counts activity ChatGPT records for your business. Lens tests how assistants describe and recommend your brand across a defined set of questions. When a discovery topic shows up in the Hub, you have a concrete place to start asking what the answer says about you.