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Reading Between the Models: Why Your Brand Visibility Varies Across AI Assistants

Velocity AI · Aug 24, 2026 · 8 min read

Each LLM draws on different source corpora and weighting logic — meaning a brand can dominate in one assistant and be invisible in another for the identical query, requiring a model-specific GEO strategy.

Reading Between the Models: Why Your Brand Visibility Varies Across AI Assistants