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

https://www.bookmarkmaster.win/ai-search-is-a-moving-target-outputs-are-non-deterministic-and-vary-by-geo

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