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

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

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