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Measurement · Citation & Visibility Measurement

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Definition

Brand retrieval rate is the frequency with which a brand’s content or entity is retrieved by AI systems when processing queries relevant to its domain — measured across a defined set of queries over a defined time period. It is a retrieval-layer performance metric that complements citation rate data. Brand retrieval rate measures whether the brand’s content is being pulled into AI response generation, even when it is not the final cited source. A brand with high retrieval rate but low citation rate suggests the content is being retrieved but not making it through to the final response — pointing to content extractability or structural issues. A brand with low retrieval rate suggests the foundational problem is indexability, entity clarity, or semantic relevance. Distinguishing these failure modes helps prioritize optimization work.

Retrieval frequency

Brand citation rate

Content extractability

Indexability

Semantic relevance

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AI Search Visibility Assessment Context Map