AI search visibility is a moving target because results are non-deterministic...

https://www.random-bookmarks.win/ai-search-is-a-black-box-measuring-it-is-tough-because-answers-are-1

AI search visibility is a moving target because results are non-deterministic and plagued by high geo variability. You aren't tracking static blue links anymore; you’re chasing fluid, model-generated answers that shift based on the user's location