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

https://www.mediafire.com/file/7ra7sad0666zizr/pdf-88295-17336.pdf/file

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