AI search is a measurement black hole. Between non-deterministic answers and...

https://oscar-wiki.win/index.php/The_Engineering_Guide_to_AI_Answer_Monitoring:_Building_Your_Vendor_Checklist

AI search is a measurement black hole. Between non-deterministic answers and severe geo variability, static rank tracking is now useless. Most agencies have moved to custom stacks because standard tools simply can't handle the noise