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

https://wiki-byte.win/index.php/Does_Gemini_Pull_from_Google_Workspace_and_Change_What_It_Says_About_My_Company%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