Measuring AI search visibility is a nightmare because answers are...

https://extra-wiki.win/index.php/Why_AI_Search_Visibility_is_Basically_Non-Repeatable

Measuring AI search visibility is a nightmare because answers are non-deterministic and shift based on extreme geo-variability. You can’t rely on a standard dashboard to tell you if you’re "ranked." To get real data, we’ve moved to building custom stacks