How should we interpret AI referrals in reporting dashboards—how do we separate reader engagement from business outcomes when AI surfaces are evolving?

Interpret AI referrals as signals of engagement rather than guarantees of outcomes. Track both referrals and conversation citations as separate signals, and connect them to AI Overviews usage to see how often AI is referencing your content in answers. Use OTC dashboards to keep discovery, retrieval, citations, referrals, and outcomes distinct, so you can explain how AI visibility is evolving without promising specific results. Use this data to inform governance and content strategy rather than treat referrals as revenue predictors.