Marketing Myth CourtProduct Proof
Before You Trust an AI Visibility Score, Check This
A precise-looking AI visibility score is only useful when you can inspect the buyer question, answer, system, timestamp, and outcome behind it.
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Transcript & summary
An AI visibility score can summarize a result, but it should never replace the evidence behind it. Before acting, inspect the exact buyer question, the answer that appeared, the system and timestamp, and whether the business was mentioned, cited, linked, recommended, or absent. Those outcomes are not interchangeable. One query is a directional observation—not a universal ranking, forecast, or guarantee. Evidence first. Score second.
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