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

https://wiki-tonic.win/index.php/My_AI_Visibility_Tool_Says_I_am_Cited,_but_I_Cannot_Reproduce_It:_What_Gives%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