OpenAI tests ChatGPT brand mentions and click analytics

By Nathan Brooks

OpenAI is testing a dashboard that logs a business’s impressions and outbound clicks every day, but the surrounding Business Hub has not launched. The test gives brands first-party visibility into how often ChatGPT includes them in answers, a measure separate from OpenAI’s advertising reports.

No launch date or price for Business Hub appears in the materials, and OpenAI declined to comment. The evidence is a feature banner and a screenshot, not a shipped product with published terms.

What can a claimed business track?

A banner asks businesses to “Claim your business in ChatGPT,” according to two people familiar with its workings. The claim would give a company a place to monitor mentions, update product and business information, and manage information used when customers ask questions.

Marketplace Pulse founder Juozas Kaziukėnas posted a LinkedIn screenshot on November 6 after finding that banner. He said he first saw traces of the feature in August. The timing makes the screenshot evidence of planned work, not proof that the dashboard is available or complete.

Claiming offers three stated functions:

• Daily logging of impressions and clicks, displayed on a chart.
• Tracking of brand mentions and updates to product and business information.
• A customer-answer tool that OpenAI calls a “business agent,” using contact details supplied by the business.

OpenAI requires proof of authority to represent the claiming business. Kaziukėnas said connecting a Shopify store is one way to establish that authority. The materials do not say whether other verification routes exist.

What does the dashboard leave out?

It does not reveal the prompts that produced a mention, user-level data, or rankings against competing businesses. Those omissions put it well below the reporting depth search marketers expect from Google, according to Kaziukėnas’s assessment. A daily impression count can show volume, but it cannot by itself explain why ChatGPT selected one brand over another.

Who is already selling ChatGPT visibility?

Profound and AdthenaHQ sell “generative engine optimization,” or GEO, services that measure brand visibility in ChatGPT. Their approach mostly runs prompts through the chatbot at scale and records the answers. Neither vendor has OpenAI’s first-party impression and click counts, while the beta dashboard also withholds the prompt and competitor data those vendors provide.

Kaziukėnas expects outside tools and OpenAI’s dashboard to work together: vendors would track prompts and rivals, while the first-party service would test whether a GEO program changes daily visibility. That is his expectation, not a tested result. The dashboard could confirm activity without proving that any agency caused it.

Why would an organic dashboard feed the ad business?

On paper, the dashboard measures organic answers and sits apart from ChatGPT advertising. The commercial link is straightforward. Once visibility becomes a daily number that brands want to raise, OpenAI can sell sponsored placements beside the answer. The report offers no evidence yet that paid placement changes the organic count, so the ad pitch remains an inference rather than a measured outcome.

Google ran a version of that play years ago. Its Business Profile listings placed local businesses on maps, while Search Console showed site owners how they performed in organic search. Both products gave Google’s sales teams a route to offer advertising. OpenAI already operates a self-serve ads manager and a measurement pixel; Business Hub would supply the organic side of that sales conversation.

How large is ChatGPT advertising?

Three OpenAI figures frame the opportunity:

• ChatGPT ads entered testing in the United States in February.
• By September, OpenAI claimed a $1 billion annualized revenue run rate, reached in under 200 days.
• In late October, the company said more than 100,000 advertisers had run campaigns across 89 countries.

An annualized run rate is not the same as booked annual revenue or profit, and the report gives no independent audit of the figure. Sustaining that pace requires adding advertisers, including businesses that have never bought ChatGPT ads. A claimed business listing would give OpenAI a direct line to those companies and their marketing teams.

OpenAI declined to comment for this story. Its analytics product could strengthen the advertising funnel, but its price, launch date and commercial effect remain unknown until the company publishes them.