AI Visibility
How AI-search signals appear inside the report.
Updated August 2026
Overview
The AI visibility section of the report shows what was observed in AI-search experiences and what FixRank estimated, always labelled separately.
In the report
- Observed evidence such as citations, mentions, and source links.
- Model-estimated signals, labelled as estimated.
- Platform-by-platform differences where relevant.
Interpreting variability
AI-generated responses vary by prompt, model, time, context, location, and platform. Treat AI visibility as a directional picture, not a fixed ranking.