AI answers shift as models update; without tracking, you are optimizing blind; most brands do not know their AI visibility. Evidence confidence: hypothesis, not yet confirmed.

Rule aeo-cdca64296891b7cd · measurement · hypothesis, not yet confirmed

Run monthly manual audits: list 10-15 category queries, run them in ChatGPT, Perplexity, and Gemini, note which competitors get cited.

Applies to: all

Hypothesis: the reasoning is published, but no independent evidence confirms it yet. Test it on your own pages before you rely on it.

Why this matters

AI answers shift as models update; without tracking, you are optimizing blind; most brands do not know their AI visibility.

Implementation

Type: cms

Anti-pattern

Assuming Google #1 ranking means visibility in AI search.

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