AI search is a moving target. Because answers are non-deterministic and suffer...

https://record-wiki.win/index.php/The_Reality_of_Multilingual_AI_Attribution:_Moving_Beyond_Vanity_Metrics

AI search is a moving target. Because answers are non-deterministic and suffer from massive geo variability, standard rank tracking is effectively dead. To get reliable data, we’ve had to build our own stacks