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

https://post-wiki.win/index.php/Neighborhood-level_geo_testing_for_AI_answers_-_is_that_even_possible%3F

Measuring AI search visibility is a nightmare because outputs aren't static. You’re fighting non-deterministic answers and massive geo variability that standard rank trackers simply can’t capture