iamwaqargulzar SE Ranking Analysis
Use this adapter for live vendor data and label every result with database, locale, date, and sample scope.
Workflow
- Confirm property, market, language, device, date range, and comparison set.
- Verify connector access and current metric definitions before collecting data.
- Estimate usage for large keyword, URL, or prompt sets.
- Keep organic rank, estimated traffic, backlink, and AI share-of-voice metrics distinct.
- Record the prompt sample and platform coverage behind AI visibility values.
- Reconcile material discrepancies with first-party search data or another vendor rather than presenting false precision.
- Delegate technical causes to
seo-technical, content causes toseo-content, and AI-answer optimization toseo-geo.
Output
Return evidence tables, deltas, confidence, anomalies, prioritized actions, and the next measurement date.