AI search is a moving target. Answers are non-deterministic and shift wildly...

https://blogfreely.net/murciajpvo/how-to-report-ai-visibility-without-faking-determinism

AI search is a moving target. Answers are non-deterministic and shift wildly due to geo variability, making traditional rank tracking obsolete. Agencies build custom stacks because off-the-shelf tools can't capture the actual landscape