AI search visibility is notoriously difficult to measure because outputs are...

https://kilo-wiki.win/index.php/What_is_Measurement_Drift_in_AI_Search_Reporting%3F

AI search visibility is notoriously difficult to measure because outputs are non-deterministic and suffer from significant geo variability. Legacy tools aren't built for this black box