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

https://files.fm/u/spfeg5mxhm

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