AI search is a moving target. You’re fighting non-deterministic answers and...

https://wiki-mixer.win/index.php/The_Data_Gap:_Mention_Extraction_vs._Attribution_Validation

AI search is a moving target. You’re fighting non-deterministic answers and intense geo variability, which makes standard rank tracking obsolete. Off-the-shelf tools can't keep up, so teams are building custom stacks