Traditional SEO metrics don't reflect AI visibility; different layers require different measurements to identify where optimization is working or failing. Evidence confidence: hypothesis, not yet confirmed.

Rule aeo-e951705d2b0002c6 · measurement · hypothesis, not yet confirmed

Set up layer-specific KPIs: Discoverability (brand mentions/citations), Clarity (concept alignment with AI descriptions), Authority (cited pages and sources), Trust (review volume/sentiment and hedging language).

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

Traditional SEO metrics don't reflect AI visibility; different layers require different measurements to identify where optimization is working or failing.

Implementation

Type: not_automatable

Anti-pattern

Tracking only rankings and organic clicks while ignoring brand mentions and AI sentiment.

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