Measuring AI visibility is fundamentally broken because answers are...

https://www.logo-bookmarks.win/ai-search-visibility-is-notoriously-difficult-to-measure-because-outputs-are

Measuring AI visibility is fundamentally broken because answers are non-deterministic and heavily influenced by geo variability. You cannot rely on static, black-box reporting. This is why enterprise teams are building custom stacks