OpenAI tests daily ChatGPT brand visibility dashboard

By Tom Whitfield

OpenAI is testing an unreleased Business Hub dashboard for daily ChatGPT impressions and clicks; in September, the company said its ad business had reached a $1 billion annualized run rate in under 200 days. The product has not launched.

Marketplace Pulse founder Juozas Kaziukėnas posted a screenshot on LinkedIn on November 6 after spotting a banner for the feature. The banner asks businesses to “Claim your business in ChatGPT”, according to two separate sources with knowledge of its workings. Kaziukėnas said in his post that he first saw traces of the dashboard in August.

What is OpenAI testing?

Once a business claims its listing, it can track its ChatGPT mentions and keep its products and business information current, according to the two sources. A claim also unlocks what OpenAI calls a business agent, which answers customer questions using contact information the business supplies.

OpenAI would require proof of authority to represent the business, the sources said. Kaziukėnas said in his LinkedIn post that connecting a Shopify store is one way to meet that requirement.

According to Kaziukėnas's post, the dashboard would log impressions and clicks each day and plot them on a chart. The beta would stop well short of the search reporting Google provides. Three details remain unavailable:

• The prompts behind each answer
• User data behind those prompts
• Rankings against competing businesses

OpenAI's beta would show how often a brand appears in ChatGPT answers and how many clicks those appearances send to the business's site. It would not expose the query context or competitive position behind those results. For marketers, this is a daily pulse check, not a full search-equivalent analysis.

How does it fit with GEO vendors?

Generative engine optimization vendors Profound and AdthenaHQ already sell brands a view of ChatGPT visibility. Their tools run prompts through the chatbot at scale and track what comes back. Neither vendor has OpenAI's first-party counts.

OpenAI's beta also withholds the prompts and competitor rankings sold by vendors such as Profound and AdthenaHQ. Kaziukėnas expects the systems to work in tandem: outside tools track prompts, while OpenAI's first-party data shows whether generative engine optimization strategies work.

The launch would place OpenAI in a crowded market without replicating the specialist vendors' prompt-level analysis. OpenAI would own the daily numbers, while Profound and AdthenaHQ would retain prompt-level context. First-party counts would measure outcomes; specialist tools would explain prompt-level performance.

Why does the dashboard matter to ChatGPT ads?

On paper, the dashboard concerns organic answers rather than paid placements. OpenAI's ad business has the most to gain from the measurement: daily visibility data gives marketers a reason to seek sponsored placements beside answers.

The sequence parallels the playbook described for Google. Google Business Profile listings put local businesses on its maps, while Search Console showed site owners how they performed in organic search. Together, those products gave Google's sales teams an easier route to selling ads to those businesses.

OpenAI already has a self-serve ads manager and a measurement pixel. Business Hub would fill the organic side of that setup.

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

Sustaining that growth means adding businesses that have never bought ChatGPT ads. A claimed listing would give OpenAI a direct line to those prospects. OpenAI declined to comment for this story.

If OpenAI launches the dashboard, its daily counts will test whether ChatGPT visibility can become a measurable line item for brand advertising.