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

https://www.deltabookmarks.win/ai-visibility-is-hard-because-answers-are-non-deterministic-and-vary-wildly-by

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