Measuring AI search is a nightmare because answers aren’t deterministic; query...

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

Measuring AI search is a nightmare because answers aren’t deterministic; query the same term twice and you’ll get different results. Add geo-variability to the mix, and standard rank tracking falls apart. That’s why we build custom stacks