Why Tracking AI Search Visibility Is Kind of Broken

This article explores why tracking "AI search visibility" is fundamentally broken, unlike traditional search engine optimization. It highlights the inconsistency of AI tool outputs across different queries, models, and timings, making visibility a matter of elusive frequency rather than stable position, and thus difficult to measure manually.