Query set consistency vs previous run:
AI Engines Analyzed: ChatGPT 5.1, Claude Sonnet 4.5, Gemini 2.5 PRO, Perplexity Sonar PRO
Share of brand citations on brand‑agnostic queries. Weighted by ICV and market share per engine, normalized across engines (ENC). Includes structural prominence (C_B).!