SE Ranking Analysis

Use this adapter for live vendor data and label every result with database, locale, date, and sample scope.

Workflow

1. Confirm property, market, language, device, date range, and comparison set.
2. Verify connector access and current metric definitions before collecting data.
3. Estimate usage for large keyword, URL, or prompt sets.
4. Keep organic rank, estimated traffic, backlink, and AI share-of-voice metrics distinct.
5. Record the prompt sample and platform coverage behind AI visibility values.
6. Reconcile material discrepancies with first-party search data or another vendor rather than presenting false precision.
7. Delegate technical causes to seo-technical, content causes to seo-content, and AI-answer optimization to seo-geo.

Output

Return evidence tables, deltas, confidence, anomalies, prioritized actions, and the next measurement date.