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

https://penzu.com/p/3adea17b295e8033

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