ChatGPT Search Console: OpenAI’s Leaked Analytics Tool

OpenAI appears to be building a dedicated analytics dashboard that lets businesses track how often ChatGPT mentions them and how many clicks those mentions send to their website. E-commerce analyst Juozas Kaziukėnas spotted the feature and posted screenshots on LinkedIn on November 6, 2026. Barry Schwartz reported on it for Search Engine Roundtable the same day, comparing it directly to Google Search Console and Bing Webmaster Tools.

If this holds up, it is the first confirmed sign that OpenAI plans to give businesses a ChatGPT Search Console, a place to claim a listing, see impressions and clicks, and manage how ChatGPT talks about them. For anyone doing GEO (generative engine optimization, the practice of optimizing content so AI tools like ChatGPT and Google’s AI Overviews cite and recommend it) work, that is a bigger deal than it sounds. Right now, almost nobody outside OpenAI can see how often a brand actually gets mentioned inside ChatGPT answers. This tool would change that, even in a limited form.

That blind spot has been the single biggest complaint from marketers tracking AI search visibility all year. You can measure rankings in Google. You can measure impressions in Bing Webmaster Tools. Until now, ChatGPT mentions were something you estimated from outside, by running test prompts and hoping they matched what real users typed. A native dashboard, even a stripped-down one, is the difference between guessing and measuring.

What Kaziukėnas Found Inside ChatGPT

Kaziukėnas, founder of the e-commerce research firm Marketplace Pulse, says he first noticed early pieces of the feature in August 2026. On November 6, he shared a screenshot of a banner reading “Claim your business in ChatGPT,” which he read as a sign that a public launch is close.

The feature sits inside what multiple reports describe as a larger Business Hub inside ChatGPT. Based on the screenshots, it includes three parts:

• An analytics dashboard showing daily mentions and website clicks as charts, which is the part being called a ChatGPT Search Console.
• Business profile management, where a company keeps its products and details current.
• A business agent, a chat agent that answers customer questions using information the business controls.

Access is gated behind ownership verification. The reporting describes connecting a Shopify store as one verification path, though OpenAI has not confirmed this or any other method publicly. OpenAI has not commented on the tool, its name, or a launch date, so everything here is still based on third-party reporting, not an official announcement.

Inside the ChatGPT Search Console: Mentions, Clicks, and a Gap

According to the screenshots Kaziukėnas shared, the dashboard tracks two core metrics:

• Mentions (impressions): how many times a business shows up in a ChatGPT response, logged daily and charted over time.
• Clicks: how many of those mentions turn into a visit to the business’s website.

PPC Land’s breakdown notes what is missing, and it is a significant gap. The tool reportedly shows no prompt data, no user data, and no competitor rankings or benchmarks. You would see that mentions dropped last Tuesday. You would not see which prompts triggered them, or whether a competitor took your place in the answer.

PPC Land measured the leak against a 2025 wishlist from SEO consultant Glenn Gabe, who outlined twelve features he wanted from an eventual AI search console. By PPC Land’s count, the reported ChatGPT tool covers three of the twelve: impressions, clicks, and trend data over time. Gabe’s fuller list included things like:

• Which prompts a site appears for, split by initial question versus follow-up
• Filtering by prompt or landing page, including regex-style matching
• Breakdowns by device and country
• User feedback trends, such as thumbs-up and thumbs-down rates on answers that cite a site
• Crawl stats and response codes for the AI crawler itself
• A removal tool for pulling specific URLs out of AI answers
• Bulk API access for exporting the data

None of those nine reportedly show up in the ChatGPT leak. That gap matters for how useful this will actually be. A chart that shows mentions rising or falling without showing why is a status indicator, not a diagnostic tool.

SEO consultant Lily Ray, who also shared the discovery on X according to reporting from The State of AI, raised a related point: paired with separate prompt-tracking tools, the mentions and click data could at least show whether a GEO or AEO (answer engine optimization) push is moving the needle, even without explaining the mechanism behind a change.

How the ChatGPT Search Console Compares to Google and Bing

This is not happening in isolation. Google and Bing have spent 2026 building their own versions of the same idea, and the ChatGPT tool looks like OpenAI catching up.

Google shipped a Generative AI performance report in Search Console back in June 2026, giving site owners impressions, clicks, and position data for queries where an AI Overview or AI Mode response cited their page. We covered how to use that data when Google rolled it out further in our piece on tracking your brand in AI Mode.

Bing has moved in the same direction through its Webmaster Tools AI reporting, which our earlier look at the Bing Topics Portfolio covered from the angle of spotting AI search gaps by topic.

What is different about the reported ChatGPT Search Console is the business layer bolted on top. Google and Bing’s tools are passive reporting, built for a webmaster who already has a Search Console account. The ChatGPT version reportedly asks a business to actively claim a listing and verify ownership first, more like a Google Business Profile than a Search Console property. That is a meaningfully different relationship between platform and brand, closer to managing a storefront than monitoring a crawl.

It also lands in a market where the stakes are already proven. We wrote recently about what an Ahrefs study found about ChatGPT citations, and about how Google changed the way AI Overviews summarize citations. The pattern holds here too: brands have had almost no reliable way to see when and how often an AI product cites or mentions them. A native dashboard, even a limited one, closes part of that blind spot directly inside the product doing the mentioning.

For a small or mid-sized business, that matters more than it does for an enterprise brand with its own AI monitoring contract. Most of the third-party GEO tracking tools on the market charge per-brand or per-seat pricing that only makes sense at scale. A free dashboard built into ChatGPT itself, even a limited one, would be the first time this kind of visibility data was available to a solo operator or small team at no added cost.

The Business Agent Is the Part Worth Watching Too

Most coverage of this leak has focused on the charts, but the third piece, the business-controlled agent that answers customer questions, is arguably the bigger GEO story. If a business can feed ChatGPT its own approved answers about its products and policies, that is a direct channel for shaping how ChatGPT responds, separate from whatever ChatGPT infers from crawling a website.

That would make the business agent function a bit like a knowledge panel for conversational AI: a space a brand can actively fill in, rather than one it can only influence indirectly through content and structured data. It is also the piece most likely to actually move citation accuracy, since it removes the guesswork ChatGPT otherwise does when a page is outdated, thin, or simply missing the detail a customer asked about.

Why OpenAI Would Want This, Beyond Helping Businesses

My take, and it is a general read rather than anything OpenAI has confirmed: this tool probably serves OpenAI’s own interests as much as it serves businesses. A dashboard that shows a brand its mention and click volume also makes ChatGPT’s organic reach visible and provable, which is useful groundwork if OpenAI later wants to sell visibility, placement, or advertising against that same inventory.

There’s already reason to think that reach is thinner than it looks. Our own look at what the Ahrefs citations study found showed that getting cited by ChatGPT and getting clicked are two different things, and click-through rates on cited links tend to run well below typical organic search results. If that pattern holds broadly, most ChatGPT mentions never turn into a visit at all, which is exactly the kind of number a business would want to see for itself rather than take on faith.

The State of AI’s reporting on the leak notes the tool appears to sit near, but separate from, ChatGPT’s existing ads business, which already offers monthly ad credits to ChatGPT Business subscribers. Schwartz’s Search Engine Roundtable report draws a similar distinction: this reads as an organic-answers tool for now, not an ads dashboard. Whether that stays true after launch is a reasonable thing to watch, since a dashboard that proves low organic click-through is also a dashboard that makes a paid placement easier to sell.

What Site Owners Should Do Before It Launches

Nothing here is confirmed by OpenAI, so treat the following as preparation, not a to-do list with a deadline.

• Keep your product and business data current wherever ChatGPT can already find it, including your site’s structured data, your Shopify or e-commerce platform listings, and any first-party feed ChatGPT shopping features already read. If verification does run through a connected store, a clean, current feed is the fastest path to claiming a listing once this opens up.
• Start tracking ChatGPT mentions manually now, even crudely, by running a consistent set of branded and category prompts weekly and logging what comes back. That gives you a baseline to compare against whatever OpenAI’s own numbers show later, which matters given the tool reportedly won’t explain why a number moved.
• Don’t wait on this to start GEO work. A mentions dashboard measures visibility; it does not create it. The fundamentals from our citation research, clear, well-structured answers to the questions your buyers actually ask, still do the work of getting cited in the first place.
• Watch for an official OpenAI confirmation before changing any process around it. Everything reported so far comes from screenshots and third-party analysis, not an OpenAI announcement, and features spotted in testing do not always ship as shown.

The table below lines up where each major AI platform’s version of this idea stands right now.

Frequently Asked Questions

Is the ChatGPT Search Console officially announced?
No. Everything known so far comes from screenshots that e-commerce analyst Juozas Kaziukėnas shared on LinkedIn on November 6, 2026, and from reporting built on those screenshots. OpenAI has not confirmed the feature, its name, or a launch date.

What will the tool reportedly show businesses?
Based on the leaked screenshots, a chart of daily mentions (how often ChatGPT brings up the business in responses) and daily clicks to the business’s website. It reportedly does not show the prompts behind those mentions, user data, or how a business ranks against competitors.

How is this different from Google Search Console’s AI reports?
Google’s Generative AI performance report is a passive report added to an existing Search Console property anyone can set up for a verified site. The ChatGPT version reportedly requires a business to actively claim and verify a listing first, closer to a Google Business Profile than a Search Console account.

Does this mean GEO tracking is becoming standardized?
Not yet, but the direction is clear. Google, Bing, and reportedly now OpenAI are all building some form of mention or citation reporting for site owners and businesses in 2026. None of the three currently show the full picture, especially prompt-level data and cross-platform ranking context, so third-party GEO monitoring tools still fill real gaps.

Should I change my GEO strategy because of this?
Not based on a leak alone. It’s reasonable to tidy up business data on any platform a verification flow might check, like Shopify, and to start a simple manual log of ChatGPT mentions so you have a baseline once, or if, official numbers arrive.

As of November 7, 2026, OpenAI has not acknowledged the feature publicly, and no rollout date has surfaced beyond Kaziukėnas’s sense that a launch is close. The next real signal to watch for is either an OpenAI help-center page describing a Business Hub, or the banner Kaziukėnas photographed appearing inside more ChatGPT business accounts.