Methodology

Methodology

This page explains what is measured, what is not measured, how the score is composed, and where the demo/sample mode ends.

Score model

Presence, citation behavior, prominence, competitor comparison, stance, timestamp, and source coverage.

Source limits

Demo-only and no-approved-source states must remain visible. No deterministic rank or guaranteed outcome claims.

Claims Policy

Conservative visibility claims

AI Rank Watch uses observed-snapshot language only. It does not promise official rankings, all-engine coverage, deterministic positions, guaranteed citations, traffic, revenue, leads, or business outcomes. See the Claims Policy.