AI search is a mess: non-deterministic answers and intense geo variability make...

https://www.bookmarkpage.win/measuring-ai-visibility-is-difficult-because-llms-provide-non-deterministic

AI search is a mess: non-deterministic answers and intense geo variability make standard tracking impossible. Off-the-shelf tools fail, so leading agencies are building custom stacks using residential proxies and multi-LLM orchestration