AI search is notoriously hard to measure because answers are non-deterministic...

https://chancesexpertwords.wordpress.com/2026/05/04/why-is-ai-search-visibility-basically-non-repeatable/

AI search is notoriously hard to measure because answers are non-deterministic and fluctuate wildly based on location. Traditional rank trackers just don’t work here