Measuring Visibility in the AI Era
IAB's measurement standard for how brands and publishers appear inside AI answers: the 4 P's (presence, prominence, portrayal, persuasion), a separate set of publisher metrics, two tiers of data quality, and what AI visibility vendors must disclose.
IAB · Association · Standard · Aug 3, 2026
Get it from IAB Open to anyone.
Our take
Beeler.Tech's read for publishers. Ours, not the document's words.
Pubs finally get a standard way to ask "how much do AI answers use us?" IAB defines publisher metrics on their own track: Citation Rate, Content Utilization Rate, Attribution Clarity, and Hallucination Rate for when AI credits you with reporting you never did. IAB says outright you can bring these numbers into licensing talks.
Utilization is the one to watch. Being listed as a source is cheap. Being the substance of the answer is what a deal should price.
Buying an AI visibility tool? The vendor disclosure list is a ready-made RFP checklist. If a vendor won't answer it, that tells you something.
Where it fits
Published by IAB (www.iab.com). About IAB. Last checked Nov 14, 2026.