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

https://www.bookmark-step.win/measuring-ai-search-is-a-nightmare-because-answers-aren-t-just-dynamic-they-re

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