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

https://canvas.instructure.com/eportfolios/4299058/home/what-does-hyper-targeted-mean-and-how-do-i-do-it-responsibly

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