AI search visibility is a moving target. Because answers are non-deterministic...

https://www.sierrabookmarking.win/ai-search-is-a-measurement-black-hole-between-non-deterministic-answers-and

AI search visibility is a moving target. Because answers are non-deterministic and suffer from extreme geo variability, static reporting tools fall apart immediately. That’s why top teams are building custom stacks