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Methodology · Citation & Visibility Measurement

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Definition

Citation consistency is the degree to which a brand’s AI citations accurately and uniformly represent the same core facts, attributes, and positioning across different queries, platforms, and time periods — without contradictions, gaps, or significant variations. Citation consistency is the output-side equivalent of entity consistency. Just as inconsistent entity data produces inconsistent AI knowledge, inconsistent knowledge produces inconsistent citations. A brand that appears differently across ChatGPT, Perplexity, and Google AI Overviews — with different descriptions, different attributed services, or different characterizations — has an entity foundation problem. Citation consistency monitoring reveals where those inconsistencies live and which underlying data sources are responsible for them.

Entity consistency

Data sanitation

Brand citation rate

AI citation monitoring

Prompt visibility

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AI Search Visibility Assessment Context Map