AI brand visibility probe

Discover why AI does not recommend you — then ship the fix.

Use real buyer questions to measure mentions, rankings, competitors and citations — then turn every gap into copy, code and a fixed-query retest plan.

Start a new probe Live

Try

Included

Brand mention rate, one key blind spot, and one primary competitor. Raw answers, the full field, CSV, history, and retests are not included.

01UnpromptedMeasure organic visibility with real buyer questions

02Independent modelsKeep each answer separate and unsimulated

03Traceable evidenceEvery finding links back to its source answer

How it works

Not traffic estimation: an evidence record for a fixed set of questions, models and time.

01Questions are generated, not scripted

A model writes the questions a real buyer would type in your category. Your brand name is never allowed into any of them, so nothing is leading the witness.

02Several models are asked independently

Answers diverge sharply between models. Being known to one and invisible to another is the normal case, and it is usually the finding that surprises people most.

03Each answer is read back structurally

Every brand named in the answer is extracted in order, so you get your rank, how you were described, and the full list of who beat you.

04The gaps become the work

Question types where you never surface rank ahead of ones where you merely place badly, and each one emits a paste-ready artifact rather than advice.

From finding to fix

Not a score to admire—a clear next move before the next retest.

Open the 21-check site audit ↗

01MeasureDoes the brand enter answers?

02DiagnoseFind crawl and content blockers

03FixGenerate structured assets

04RetestVerify with the same questions