
← Always Be Testing22 Sept · 22 min
#135 83% of AI Citations Aren't Yours — Here's What To Do | Katerine Tamargo & Tye DeGrange
Katerine Tamargo, Head of AI at CJ (Commission Junction), joins Tye DeGrange to unpack one of the most surprising findings in generative engine optimization: more than 83% of AI citations point to third-party sources, not brand-owned content. They dig into the KPIs that actually define AI visibility — mention rate, sentiment, position, and citations — and why a rigorous test-and-learn methodology beats chasing tactics. Katerine also busts a few of the biggest myths circulating about GEO and agentic AI, and explains how publisher compensation models are evolving as AI reshapes the path to purchase.
What you'll learn:
• Why third-party content — not brand-owned pages — wins the majority of AI citations
• The KPIs that define AI visibility: mentions, sentiment, position, and citations
• How to build a real test-and-learn framework for GEO instead of guessing
• Why the old "owned media" playbook doesn't translate to AI search
• How publisher compensation is shifting as AI answers replace clicks
• Common myths about GEO and agentic AI, debunked