For much of the past two years, the AI search conversation has focused on visibility. Teams want to know whether their brand is mentioned, where it appears in recommendations, how often competitors surface, and whether they are being cited across ChatGPT, Gemini, Claude, Perplexity, Google, and other AI surfaces.

Those are useful metrics, but I have increasingly questioned whether they tell us…

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