Measuring visibility in AI search is fundamentally different from traditional...

https://list-wiki.win/index.php/Why_Do_Off-The-Shelf_Tools_Treat_AI_Overviews_Like_a_Text_Snippet_and_Fail%3F

Measuring visibility in AI search is fundamentally different from traditional SEO because responses are non-deterministic and shift based on extreme geo variability. You can’t rely on static rank trackers to capture these snapshots