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ChatGPT brand visibility

Track the questions where your brand appears, makes the shortlist, or loses to a competitor—without pretending an API response is identical to the ChatGPT consumer experience.

Get a snapshot
Illustrative example · not customer measurements

A closer look at the measurement.

Measured surface · example

For a team with these requirements, I would compare Northstar, Acme and Orbit.

Acme · shortlistedNorthstar · recommended
↳ citation.example/product-comparison

What should ChatGPT brand tracking answer?

For each buyer question: did your brand appear, was it treated as a viable option, was it explicitly recommended, which competitors qualified, and which sources were cited?

Why does the surface matter?

ChatGPT consumer experiences and OpenAI API/search surfaces can differ. Model versions, tools, region, product UI and personalization can all affect the result. A credible report names the measured surface instead of generalizing it to every ChatGPT user.

What can you improve?

Start from the answer and evidence. If a competitor is supported by clearer public documentation for a requirement you genuinely meet, that can become an evidence gap to investigate. Ship the accurate change, record it, and re-measure.

Questions people ask

Does Mentionloom require a customer ChatGPT subscription?

No. The provider strategy uses server-side production API credentials for supported measurement surfaces.

Can a single ChatGPT check prove a trend?

No. AI answers are variable; repeated samples and a fixed question set are needed for a more useful baseline.

EARLY ACCESS

Start with your website.

Request a recommendation snapshot built around your company and likely buyer questions.

Next: your email. Coverage confirmed by invitation. No instant score.
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