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Measurement · Citation & Visibility Measurement

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Definition

Retrieval frequency is how often a specific piece of content or source is retrieved by AI systems across a defined set of relevant queries — measured by the rate at which the content appears in AI-generated responses as a cited or referenced source. Retrieval frequency is the content-level equivalent of brand citation rate. Where citation rate measures how often a brand appears, retrieval frequency measures how often a specific piece of content is retrieved — identifying which assets are doing the most work in AI search. High retrieval frequency on a specific page indicates it is well-structured, semantically relevant, and trusted by AI retrieval systems. Low retrieval frequency on content that should be performing well points to indexability, entity, or structural optimization gaps.

Brand citation rate

Prompt visibility

Citation velocity

Content extractability

AI citation monitoring

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Relevant Plate Lunch Collective Services

AI Search Visibility Assessment Context Map