AI search visibility is a moving target. Because answers are non-deterministic...

https://wiki-triod.win/index.php/How_Do_I_Monitor_AI_Visibility_Across_Languages_Without_Messy_Attribution_Errors%3F

AI search visibility is a moving target. Because answers are non-deterministic and vary wildly by geo, traditional ranking tools break immediately. To get reliable data, you have to build your own stack