Resources

Methodology documentation and benchmark data.
We show our work.

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MEASUREMENT METHODOLOGY

How we measure AI visibility using the Mentioned / Cited / Recommended framework.

Complete documentation of our classification system, signal definitions, and testing approach.

No email required.

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AI VISIBILITY BENCHMARK REPORT

Coming Q1 2026

Quarterly benchmarks for local business AI visibility. Industry averages, platform breakdowns, and trends over time.

Be the first to know when it's published.