Measure AI visibility with repeatable evidence

Track buyer questions, answer history, citations, competitors, and referral traffic.

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01

Create a grounded prompt set

Use important buyer questions, Search Console demand, and audited page themes. Store the target market and language. Traditional keywords can seed ideas, but a useful monitored prompt normally includes the audience, need, or buying context.

02

Read frequency instead of one answer

Generated answers vary. Review cited runs across recent checks, the sampling range, and the stability label. One citation is evidence of one observed answer, not a permanent ranking.

03

Open the preserved evidence

Inspect the exact answer, source links, cited URL, citation position, engine, market, and timestamp. Record brand mentions separately from source citations because an answer can do one without the other.

04

Join citations with the crawl

The combined view can reveal cited pages blocked from a bot, important pages that depend on scripts, strong pages that never receive citations, and competitors that repeatedly win the same questions. Use these joins to choose a repair or content test.

Apply the guideReturn to the evidence and complete one verifiable action.
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