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

https://instaquoteapp.com/neighborhood-level-geo-testing-for-ai-answers-is-that-even-possible/

AI search is notoriously hard to track because answers are non-deterministic and fluctuate wildly based on geo variability. Generic rank tools fail here; to get real signal, we build custom stacks