OpenAI is building a ChatGPT Search Console, a tool that would finally tell businesses how often ChatGPT talks about them. Screenshots of the unreleased feature surfaced on November 6, and they show a dashboard that tracks mentions and clicks inside ChatGPT answers, the same kind of first-party data Google Search Console has given website owners for years.

The find came from Juozas Kaziukėnas, an ecommerce analyst who tracks AI commerce. He posted the screenshots on LinkedIn, writing that ChatGPT is building an analytics tool to “track how often your business is mentioned in ChatGPT conversations.” Search Engine Roundtable’s Barry Schwartz picked up the story the same day, and Search Engine Land covered it as well. OpenAI has not commented.

For anyone who runs a website, the gap this fills is real. ChatGPT now answers millions of shopping and research questions a day, and businesses have had no way to see whether those answers mention them. Until now, the only numbers came from outside.

What the screenshots show

The screens carry a simple invitation: “Claim your business in ChatGPT.” Once a business verifies it owns the brand, the console would show three things.

First, impressions. The tool counts how many times a business appears in ChatGPT responses, tracked daily and shown as a chart, much like the performance report in Google Search Console. Second, clicks. It counts how often people tap a link to the business’s website from a ChatGPT answer, so a company would see real referral clicks next to real exposure for the first time.

Third, control over what ChatGPT says about the business. Verified businesses could add their latest products and keep business details up to date, giving them a direct way to feed ChatGPT current information instead of hoping its training data is fresh. The screens also show a business agent that answers customer questions inside ChatGPT, using information the business controls.

Access requires verification. One reported way is connecting a Shopify store. The console sits inside a larger area OpenAI appears to be calling Business Hub, and Kaziukėnas says he first spotted its earliest steps back in August, so the feature has been in development for at least three months.

Why businesses have been flying blind

The ChatGPT Search Console matters because AI answers are a black box for the companies inside them. Google has spent two decades building the measurement plumbing for its own search engine. ChatGPT, by contrast, sends traffic that often arrives with no referrer at all.

A recent analysis by GoGoChimp found that ChatGPT sends clicks without a referrer roughly 70 percent of the time, measured across a six-month sample ending in September 2026. That means most ChatGPT-driven visits show up in Google Analytics as direct traffic, with no hint of where they came from. OpenAI’s own publisher documentation says ChatGPT search appends a utm_source=chatgpt.com parameter to referral links, but only when the click carries a referrer in the first place.

That invisibility created a cottage industry. Tools like Profound, Peec AI and Otterly.AI sell brand visibility scores by running sample prompts through ChatGPT and recording which brands show up. The readings are useful, but they are guesses from the outside. First-party data from OpenAI would give those estimates a ground-truth baseline for the first time, and it would put pressure on the third-party tools to justify their prices.

Google and Microsoft have already moved in this direction. Google announced generative AI performance reports in Search Console in June 2026 and rolled them out to all websites worldwide on August 31, though those reports show impressions only, no clicks. Microsoft added AI Performance reporting to Bing Webmaster Tools in February 2026, covering citations across Copilot and AI-generated Bing summaries, and it remains the only engine giving site owners a first-party citation feed today.

What the ChatGPT Search Console won’t tell you

The tool has limits, and they are deliberate. It does not show the prompts people typed before a brand appeared. It does not show user data. And it does not show competitor benchmarks or rankings, so a business will know its own numbers and nothing about rivals.

Kaziukėnas put it bluntly: the console “won’t help understanding why mentions/clicks are increasing or decreasing.” A spike or a drop would show up on the chart with no explanation attached. That is a thinner picture than Google Search Console, which ties impressions to the queries that drove them. The screenshots show no query-level data, and Kaziukėnas confirmed the tool omits it by design.

The feature is also separate from ChatGPT ads. It is built for organic answers, not paid placements, which matters for businesses wondering whether OpenAI is just selling them a new ad slot. It is not, at least not in the version seen so far.

Why this matters

A ChatGPT Search Console would change how businesses treat AI search. The audience is huge: OpenAI said at its DevDay conference on September 29 that ChatGPT reaches more than 1.2 billion people a week, up from the 800 million Altman cited a year earlier, as TechCrunch reported. The Decoder noted the same day that 2.5 million businesses use OpenAI products. Right now, the advice for showing up in ChatGPT answers is mostly folk wisdom: get mentioned on trusted sites, keep product pages clear, publish fresh content. None of it can be measured directly. A console that shows impressions and clicks turns that advice into something testable. Publish a better product page, watch the chart, see what moved.

It would also settle a question marketers have been arguing about all year: how much traffic does ChatGPT actually send? The honest answer today is that nobody knows, because so much of it hides as direct traffic. First-party numbers from OpenAI would end the guessing, and they would probably surprise people in both directions. Some brands will find ChatGPT sends them far more visitors than they thought. Others will find the mentions they assumed were driving sales barely convert to clicks.

There is a catch worth watching. If businesses can edit the details ChatGPT shows about them and run a business agent that answers questions with their own copy, the line between an answer and an ad gets blurry fast. OpenAI has drawn that line carefully so far, keeping the console on the organic side. Whether it stays there as the product matures is the question to watch.

For now, the tool is still in testing, and OpenAI has not said when it will ship or who gets it first. Businesses that want to be ready can do the one thing that will matter either way: make sure the pages ChatGPT cites are accurate, current, and easy to find. The console, when it arrives, will only report what is already true.

Sources: Search Engine Roundtable, Search Engine Land, The Decoder, TechCrunch, Glitchwire

Frequently asked questions

What is the ChatGPT Search Console?

It is an unreleased OpenAI tool, spotted in screenshots on November 6, that would let verified businesses see how often ChatGPT mentions them in answers and how many people click through to their websites. OpenAI has not announced it.

How would a business get access to the ChatGPT Search Console?

Businesses would need to claim and verify ownership of their brand, for example by connecting a Shopify store. The tool sits inside a larger area OpenAI appears to call Business Hub.

Does the ChatGPT Search Console show which prompts mention your business?

No. The version seen so far shows daily totals for impressions and clicks only. It does not show the prompts people typed, any user data, or competitor benchmarks.

When will the ChatGPT Search Console launch?

There is no launch date. The tool has been in development since at least August 2026, and OpenAI has not commented on availability or a timeline.