AI search is hard because answers are non-deterministic and shift by geography....

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

AI search is hard because answers are non-deterministic and shift by geography. Traditional tools fail here. We build custom stacks using residential proxies and multi-LLM orchestration to audit results at scale