Blog

Notes on AI visibility

Methodology write-ups, standards mappings, and what we're seeing as AI-powered search reshapes how people find things.

How AIRR maps to the IAB's AI visibility framework

The IAB's "4 P's" and decision-grade bar, mapped point-by-point against what AIRR actually measures — including where we fall short.