OpenAI is testing a ChatGPT mentions dashboard for businesses, and it won't show you why the numbers move

OpenAI is testing a dashboard inside ChatGPT that shows businesses how often they turn up in its answers and how many of those appearances turn into a click to their site, according to a LinkedIn post from an e-commerce researcher and two trade-press reports that followed it this week. OpenAI has not announced the feature and declined to comment when Digiday asked about it.

Juozas Kaziukėnas, founder of the e-commerce research firm Marketplace Pulse, posted a screenshot on LinkedIn on November 6 of a banner inviting businesses to "Claim your business in ChatGPT." He said he had seen early traces of the work as far back as August, and that the banner suggested a launch was getting close. The feature sits inside a larger, unreleased ChatGPT feature OpenAI calls Business Hub, and Kaziukėnas said it is open only to businesses that verify ownership, for example by connecting a Shopify store. PPC Land and Search Engine Roundtable both reported the same screenshot and description independently of each other and of Kaziukėnas's original post.

What the dashboard shows, and what it hides

Per Search Engine Roundtable's account of the banner, Business Hub offers three things once a business claims its listing: a count of how often the business is mentioned in ChatGPT conversations, a way to keep its product and business information current, and a "business agent" that answers customer questions using information the business supplies. The measurement part is the new piece. Kaziukėnas described a tool that logs two events daily and plots them as a chart: impressions, meaning the number of times the business appears in a ChatGPT answer, and clicks on links back to its site.

"ChatGPT is building an analytics tool to track how often your business is mentioned in ChatGPT conversations," Kaziukėnas wrote.

What the dashboard leaves out matters just as much. By Kaziukėnas's account, it shows no prompt data, no user data, and no ranking against competitors, so a business would see its count rise or fall without learning which questions drove the change. That gap is also the reason a market already exists for the thing OpenAI seems to be building only a slice of. Consultant Glenn Gabe proposed an "AI Search Console" for exactly this purpose in a July 2025 essay, and PPC Land notes that what has now surfaced at OpenAI, sixteen months later, covers only part of what he asked for.

Why this is not just a courtesy to businesses

Both outlets that reported the feature frame it as separate from ChatGPT's advertising business, since it measures organic answers rather than paid placements. But the organic dashboard and the ad business sit close together once a brand starts watching a daily number it did not control before. OpenAI's ad business has already grown fast enough to make that an easy next step.

Google built roughly this same pipeline over a decade with Business Profile listings and Search Console: free visibility data first, a sales conversation once a business started caring what the numbers said, second. A claimed ChatGPT listing gives OpenAI the same kind of line into businesses that have never bought a ChatGPT ad.

What a software marketer should do about it

This affects any SaaS or B2B marketing team that already tracks AI visibility, or has been told to start. Generative engine optimization vendors such as Profound and Adthena sell a read on ChatGPT visibility today by running large batches of prompts through the chatbot and tracking what comes back. Kaziukėnas expects OpenAI's first-party counts to sit alongside those tools rather than replace them: his own read is that the dashboard will show whether a GEO or AEO push is moving the needle, while prompt-level tools stay necessary to explain why.

• Don't cancel a prompt-tracking GEO tool on the strength of this story. Nothing reported shows prompt-level data in OpenAI's own dashboard.
• Check whether your product can be verified the way Kaziukėnas described, through a connected storefront or similar proof of ownership, so you're not starting from zero if a claim flow opens.
• Expect a sales conversation to follow the data. If Google's Business Profile pattern holds, the next pitch from OpenAI is a paid placement next to the number you're now watching.

Nothing here is confirmed by OpenAI itself. Every detail traces back to one person's screenshot and description of an interface that has not shipped, reported independently by two outlets that did not talk to each other first. That is a thinner footing than a product launch, and worth remembering before a marketer rewrites a 2027 plan around a dashboard that might still change shape before anyone outside OpenAI can click on it.