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

https://alpha-wiki.win/index.php/How_Do_I_Test_AI_Answers_from_Berlin_and_Paris_Without_Traveling%3F

AI search visibility is a moving target. Because answers are non-deterministic and vary wildly based on your location, standard tools just can’t keep up. That’s why we build our own measurement stacks