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What you get

Measure, verify, act. Every number links to the evidence behind it.

Visibility across engines

Mention rate, top-pick rate, position and sentiment distributions per engine and model version, with sample sizes and 95% intervals.

Competitive view

Share of voice, a co-mention matrix, and which competitor replaces you when you drop out of an answer.

Cited sources

The domains and pages engines cite, ranked by citation share and reach, with freshness and page types from a polite crawler.

Claim fact-checks

Every factual claim an answer makes about you is checked against your ground-truth facts. See the inaccuracy rate per engine.

Content audit

Answer-readiness of your own pages: question headings, direct answers, schema.org, freshness, authorship.

Verification gate

Canaries, adaptive replication, dual parsing, drift detection and a shadow calculator decide what is Verified.

Roadmaps

A phased plan built only from verified evidence, with ready-to-use drafts and before/after measurement.

Consulting

Book a consultant who starts from your current roadmap and data, and leaves you with a written, tracked plan.

Exports and API

CSV, JSON and Parquet exports of the raw evidence. Agency plans add a REST API and signed webhooks.