Three commitments.

Frozen methodology pages.

Each metric is published with its exact formula, measurement protocol, and the date it was frozen. Methodology changes get a new dated page; the old one stays live for audit.

Reproducibility scripts.

Every published number has a reproducibility script. Run it against the target site at the listed network point and you'll get the same number we did.

Per-site receipts.

Each measurement publishes a receipts.json — raw values, timestamps, and the cohort comparison band. Receipts persist forever.

What you can verify today.

The methodology archive — frozen pages, receipts.json files, and unedited AI evaluation transcripts — is published externally. AnswerShare-branded equivalents are migrating; the underlying measurements are unchanged.

Sitemap delivery benchmark methodology

Signal-to-Noise / Relevance Ratio (RR)

Source Grounding Ratio (SGR)

Retrieval Token Cost (RTC)

Crawl Volume methodology

GEO Evaluation methodology + unedited AI transcripts

Whitepaper · April 2026

See also: the GEO Composite Score methodology, Top10Lists.us proof page.

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Measurement is methodology-driven and reproducible. Frozen receipts published per metric.

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