Measuring AI search visibility is a nightmare because outputs aren't static....

https://instaquoteapp.com/neighborhood-level-geo-testing-for-ai-answers-is-that-even-possible/

Measuring AI search visibility is a nightmare because outputs aren't static. You’re fighting non-deterministic answers and massive geo variability that standard rank trackers simply can’t capture