The AI Visibility Index · Releases

Monthly category rankings, preserved as measured.

Each release freezes one shared set of repeated buyer-question answers. Companies in a category use the same denominator, rankings use the lower bound of a 95% confidence range, and old releases are never rewritten to match a newer result.

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The first immutable release is being measured.

The live category index remains available. This archive starts when the first complete post-release monthly sample is published.