AI search is non-deterministic and highly geo-variant. Standard trackers fail...

https://high-wiki.win/index.php/How_to_Build_Real-Time_Alerting_for_AI_Visibility

AI search is non-deterministic and highly geo-variant. Standard trackers fail here. Smart teams now build custom stacks, using residential proxies to mirror real user intent and multi-LLM orchestration to audit brand mentions at scale