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

https://www.list-bookmarks.win/measuring-ai-search-is-notoriously-difficult-because-responses-are

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