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Notes from the field.

Long-form writing on AI search, local SEO and the legal sector: the frameworks I build, the things I test, and the notes I write to think problems through.

120
Point rubric · 6 categories
AI Search · Framework 18 min read

The 120-Point AI Readiness Framework: How We Actually Audit Sites for AI Search

Ranking audits answer one question: can Google rank this page? It is no longer enough. This is the full rubric I run on every client site: what each category measures, why it is weighted the way it is, and what I deliberately refuse to score.

Stephen Sumner
Stephen Sumner
4 June 2026
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