Measuring AI search is tough because answers are non-deterministic and shift...

https://blogfreely.net/murciajpvo/why-does-global-ip-rotation-matter-for-local-citation-patterns

Measuring AI search is tough because answers are non-deterministic and shift wildly based on geo variability. Traditional scrapers don't cut it—they can’t map how LLMs actually perceive or cite your brand. That’s why we built our own stack