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

https://www.random-bookmarks.win/ai-search-is-a-black-box-measuring-it-is-tough-because-answers-are-1

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