It Was There A Minute Ago

Why it matters

AI models can defer to incorrect tool outputs even when they hold the right answer, which makes AI-visibility and citation tracking less reliable than dashboards suggest. Anyone reporting on GEO performance should treat single-pull visibility numbers with suspicion and sample repeatedly. A useful reality check before presenting AI-search metrics upward.

The source