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

https://nova-wiki.win/index.php/What_are_AI_Search_Surfaces_and_How_Are_They_Different_From_SERPs%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