Botworthy Score v3.0.2

v3.0.2: AirOps and Ahrefs evidence added

21 October 2026

Evidence added, no weight or rule changes. Seven AirOps and Ahrefs datasets published between August 2025 and October 2026 joined the evidence base, including the first retrieval-controlled vendor figures for sentence length, tables and statistics (AirOps, From Retrieved to Cited, 217,508 pages) and two more large ChatGPT datasets on title-to-query match (Ahrefs 1.4 million prompts, AirOps 548,534 pages). They support the v3 weights as set. Citation persistence is now stated as a limitation: about 30% of brands stay visible from one answer to the next (AirOps) and about a quarter of cited pages are cited once and never again (Ahrefs), so the score measures quotability, which is stable, not citation, which is not.

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