AI search visibility is a moving target because results are non-deterministic...

https://echo-wiki.win/index.php/What_Should_a_Vendor_Show_Me_to_Prove_Their_AI_Monitoring_Methodology%3F

AI search visibility is a moving target because results are non-deterministic and plagued by high geo variability. You aren't tracking static blue links anymore; you’re chasing fluid, model-generated answers that shift based on the user's location