AI search is a black box. Because answers are non-deterministic and heavily...

https://wiki-aero.win/index.php/Why_Do_Model_Updates_Wreck_My_Weekly_AI_Visibility_Dashboard%3F

AI search is a black box. Because answers are non-deterministic and heavily influenced by geo variability, standard rank tracking is officially obsolete. To actually measure visibility, you can’t rely on off-the-shelf tools