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.