AI search is hard because answers are non-deterministic and geo-variable....

https://golf-wiki.win/index.php/How_to_Report_AI_Visibility_Without_Faking_Determinism

AI search is hard because answers are non-deterministic and geo-variable. Standard tools fail here. We build custom stacks using residential proxies to see local results and multi-LLM orchestration to track visibility across engines