MEASUREMENT FRAMEWORK

AI Mention, Citation, Recommendation or Referral? They Are Not the Same Thing

A durable measurement taxonomy for separating six events that are often collapsed into one visibility number: mention, citation, consideration, recommendation, referral, and conversion.

AUGUST 24, 2026 · 12 MIN READ · QUERYTRENDS EDITORIAL

What should a company measure when evaluating AI discoverability? Start by refusing to treat every observable event as the same outcome.

A brand can be cited but not recommended, mentioned but not seriously considered, recommended without receiving a measurable referral, and referred without proving that the AI answer caused the conversion.

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