The Personalization Gap: What 8,609 AI Responses Tell Us About Brand Visibility
AI search visibility has a measurement problem. When we measure whether a brand appears in ChatGPT, Gemini, Claude, or Perplexity, we’re usually measuring responses without the same account history and…




