Rule aeo-98f8d793cac82050 · measurement · high confidence

Track platforms separately and never blend ChatGPT, Perplexity, and Gemini visibility into one aggregate 'AI visibility score'.

Applies to: all

Why this matters

An aggregate blends different engines into one misleading number, like averaging Google rank with Bing rank; high vs low reasoning alone opens an 18 percentage point citation-rate gap.

Implementation

Type: system

Anti-pattern

Cross-platform aggregation into a single percentage.

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