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

https://wiki-coast.win/index.php/Does_Gemini_Pull_from_Google_Workspace_and_Change_What_It_Says_About_My_Company%3F

Measuring AI search visibility is a nightmare because answers are non-deterministic and shift constantly based on geo variability. You can’t just scrape a static page anymore. To get actionable data, you need to simulate real-world user behavior at scale