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ChatGPT, Perplexity, Google AI Mode: Why the Same Query Returns Different Brand RecommendationsJul 27, 2026

An analysis of why three leading AI engines recommend different brands for identical queries. Divergent signal pools: training-data frequency, real-time search, and the Google index, are the structural cause of per-engine brand citation SOV differences.