Measuring AI search is tough because answers are non-deterministic and shift...
https://www.demilked.com/author/megan_stark98/
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