AI search is a moving target; outputs are non-deterministic and vary by geo....

https://shed-wiki.win/index.php/Beyond_Snippets:_Engineering_a_Citation_and_Entity_Tracking_System

AI search is a moving target; outputs are non-deterministic and vary by geo. Standard tools fail here. We build custom stacks using multi-LLM orchestration and residential proxies to benchmark regional visibility