Measuring AI search visibility is brutal because answers are non-deterministic...

https://www.play-bookmarks.win/ai-search-is-a-moving-target-with-non-deterministic-answers-and-high-geo

Measuring AI search visibility is brutal because answers are non-deterministic and suffer from massive geo variability. You can’t rely on static rank trackers when the "source of truth" shifts by location and model. That’s why we build custom stacks