Measure AI visibility with ten fixed buyer queries checked weekly — named or absent, position, sentiment. Fix one gap per month with a targeted quotable page.
Published 2026-10-10 · Updated 2026-10-10 · By TheBoolean Studio · 1 min read
Ten fixed queries, checked weekly, trends over noise. Pick the questions your buyers actually ask AI tools, run them unchanged every week, record who gets named and how. Rankings fluctuate daily; direction over quarters is the signal.
Which ten queries?
Your money questions in buyer language. Category bests, versus comparisons, cost questions, best-for-my-situation queries — the exact phrases prospects type, not your internal jargon. If a query would never precede a purchase, it does not belong on the panel.
What do you record each week?
Named or not, position, sentiment, accuracy. Are you cited, footnoted, or absent? First or fifth? Praised or misdescribed? Factual errors about you get corrected at the source; absence gets content aimed at that exact query.
What moves the needle fastest?
Fix the query where competitors win and you vanish. One targeted page per gap — direct answer first, proof attached, fresh date. Panels turn AI visibility from mystery into a backlog. Measure weekly, publish monthly.
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