Observable Rankings
Entities ranked by their AI Visibility Score — a 0–100 measure of how clearly and consistently each entity appears in AI narrative patterns across ChatGPT, Gemini, Claude, and more.
Rankings combine visibility frequency, recommendation likelihood, narrative consistency, source quality, and cross-model sentiment alignment. Scores are observational, refreshed via pipeline runs, and designed for directional monitoring rather than absolute truth. Use category views and side-by-side compare pages to diagnose whether movement is being driven by stronger citations, broader model coverage, or improved trust signals.
