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

https://www.bookmarkzoo.win/measuring-visibility-in-ai-search-is-a-nightmare-because-answers-are

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