Measuring AI search visibility is notoriously difficult because answers are...

https://mill-wiki.win/index.php/The_Death_of_Batch_Polling:_Why_Your_SERP_Tracker%E2%80%99s_AI_Features_are_Lying_to_You

Measuring AI search visibility is notoriously difficult because answers are non-deterministic and shift wildly due to geo variability. Off-the-shelf tools simply miss this volatility. That’s why enterprise teams are building custom stacks