Neil Patel's composite of 74/100 (Grade B, Citation Ready) is not a failing grade — it's a B that should be an A, sitting on a foundation strong enough to get there with a handful of specific technical fixes rather than a brand overhaul. Authority built for human audiences — press mentions, follower counts, brand recognition — doesn't automatically transfer to AI visibility. AI systems read structure, not reputation; they can't fully credit expertise they can't parse. That gap between "well-known" and "AI-legible" is the core finding of this audit.
Every recommendation in this database is sourced from a real, dated audit — including the gaps, not just the wins.
Closest matches by category, keyword overlap, and AI Visibility Score — all scored on the same 7-dimension framework.