Measuring AI search visibility is a nightmare because results aren't static....

https://wool-wiki.win/index.php/Do_I_Need_Residential_Proxies_or_Can_I_Use_Datacenter_Proxies_for_Geo_Tests%3F

Measuring AI search visibility is a nightmare because results aren't static. You’re fighting non-deterministic answers and massive geo variability, which renders standard rank trackers useless. That’s why we build custom stacks