AI search visibility is a moving target because answers are non-deterministic...
https://www.primary-bookmarks.win/measuring-ai-search-is-a-nightmare-because-results-are-non-deterministic-and
AI search visibility is a moving target because answers are non-deterministic and suffer from massive geo variability. Traditional rank trackers can’t capture this; you’re fighting black-box algorithms that shift by the minute