AI search visibility is a moving target. Because answers are non-deterministic...

https://chancesexpertwords.wordpress.com/2026/05/04/why-is-ai-search-visibility-basically-non-repeatable/

AI search visibility is a moving target. Because answers are non-deterministic and vary wildly based on your location, standard tools just can’t keep up. That’s why we build our own measurement stacks