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

https://www.bookmark-xray.win/ai-search-is-a-moving-target-you-re-fighting-non-deterministic-answers-and

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