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

https://telegra.ph/Entity-Disambiguation-for-Brand-Mentions-How-to-Stop-Your-Brand-from-Being-Misidentified-05-04

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