Measuring AI visibility is tough because answers are non-deterministic and...

https://www.random-bookmarks.win/ai-search-is-a-moving-target-because-answers-are-non-deterministic-and

Measuring AI visibility is tough because answers are non-deterministic and shift based on extreme geo variability. Standard tools fail here, which is why top teams build custom stacks