A scored audit of retrieval-and-citation readiness for ChatGPT, Perplexity, Google AI Overviews and Claude — seven dimensions, exact evidence, no fabricated numbers.
Fetches ≤10 URLs politely as geo-audit/1.2 · respects robots.txt · no LLM calls, same input → same score