AI search is a moving target; outputs are non-deterministic and vary by geo....

https://astro-wiki.win/index.php/What_is_Measurement_Drift_in_AI_Search_Reporting%3F

AI search is a moving target; outputs are non-deterministic and vary by geo. Standard tools fail here. We build custom stacks using multi-LLM orchestration and residential proxies to benchmark regional visibility