Measuring AI search visibility isn't like tracking traditional blue links....

https://www.bookmarking-planet.win/measuring-ai-search-visibility-is-a-nightmare-because-answers-are

Measuring AI search visibility isn't like tracking traditional blue links. Because models are non-deterministic and geo-dependent, static crawls just don't work. That’s why advanced teams build proprietary stacks—to bypass the black box