AI Visibility Differences
Why AI visibility results vary between checks.
Updated August 2026
Overview
AI-generated responses are not deterministic. Variation between observations is expected behaviour, not an error.
Responses can vary by
- Prompt phrasing.
- Model and model version.
- Time of the request.
- Surrounding context.
- Location.
- Platform.
How to read it
Look at patterns across repeated audits rather than treating one observation as definitive.