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Does ChatGPT name your brand?

ChatGPT brand tracking is the way to know how often ChatGPT names your brand when buyers ask about your category. Asking once tells you almost nothing, because the same question returns a different line-up the next day; asking it on a schedule produces a rate you can defend.

Every rate arrives with its interval and the number of answers behind it.

What this measures, exactly

Before you trust a number, you should know exactly what was measured. Here is the precise scope. For ChatGPT, we measure OpenAI's model with web search enabled — the same retrieve-then-answer behaviour ChatGPT uses when it browses.

 What it means here
Direct evidenceThe answers come from OpenAI's own model using its own web-search tool. That is direct evidence for this model's grounded behaviour.
Not claimedThis is the API surface, not a scrape of chatgpt.com. It is the closest measurable proxy for what a browsing ChatGPT session returns, and it is labelled that way rather than implying we sat in the consumer app.
How an answer is readWe call OpenAI's API with web search turned on, using your category questions, repeatedly. Every raw answer is stored. Any number on the dashboard can be traced back to the exact text it came from.

The same direct-versus-proxy distinction is applied to every engine we support, and it is written into the published methodology rather than left to a sales conversation.

What you get back

Rates, not screenshots — each with a 95% confidence interval and the number of answers behind it. You can tell a real change from a noisy week.

MetricThe question it answers
Mention rateOf the answers to your category's questions, how many name you at all
Share of voiceOf every brand named across those answers, what fraction is you
Recommendation rateHow often you are actively endorsed rather than listed in passing
Cited sourcesWhich domains ChatGPT leaned on — yours, and everyone else's
Accuracy flagsAnything ChatGPT said about you that is factually wrong

One reading is not a trend. Measurements repeat on a schedule, and the comparison is against your own history, not against a screenshot someone took once.

Questions about ChatGPT

Is this the same as what I get in the ChatGPT app?

Close, but we do not claim it is identical, and no honest tool can. We measure OpenAI's model with its web-search tool through the API. The consumer app adds its own product layer over the same underlying behaviour. We say which one we measured, and you can weigh the result yourself.

Why not just ask ChatGPT myself?

You can, and it is a reasonable first look. What it cannot give you is a rate. One answer is a single draw from a distribution. It cannot tell you whether anything changed since last month, which is usually the question that matters.

Do you count a mention differently from a recommendation?

Yes. Being listed in passing and being actively endorsed are separate metrics, scored by a calibrated judge against a written rubric rather than by keyword matching.

Know where you stand in ChatGPT.

Track your category's real buyer questions and get a rate with an interval — not a screenshot.