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

https://wiki-triod.win/index.php/Why_Classic_Rank_Tracking_Fails_for_AI_Overviews_and_Chat_Answers

AI search visibility is a moving target. Because answers are non-deterministic and vary wildly based on your location, standard tools just can’t keep up. That’s why we build our own measurement stacks