Public research

SEO and AI visibility research

Reproducible public-web studies with visible methods, source domains, collection dates, and downloadable data. Customer Google data is never used.

2026 study

SEO Software AI Readiness: 50-Vendor Public-Web Study

How 50 SEO software sites expose canonical, schema, pricing, documentation, direct-answer, crawler, and llms.txt signals.

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