
Explainer
Is SEO Still About Rankings? Reading the Metrics Marketers Are Using in AI Search
Aug 21, 2026
Research area
How rankings, impressions, mentions, citations, referrals, and business outcomes describe different stages of discovery.
Search and AI measurement is a layered observation problem: each metric records one stage, on one surface, with its own population and denominator.
No single visibility score proves attention, causation, traffic quality, or revenue. Metrics can be compared only after preserving what each one actually measures.

Aug 21, 2026
