Does your data structure determine your AI visibility? | MMA / Marketing + Media Alliance
MMA’s Great Debates

Does your data structure determine your AI visibility?

AI systems need to retrieve, interpret, and synthesize brand information before they can recommend it. Is AI visibility a content problem, a data problem, or an organizational one?
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Oct 8, 2026 Global
Dr. Michael Pettiette Dr. Michael Pettiette Program Director, Marketing + Media Alliance (MMA) Marketing Org Strategy Think Tank, Faculty Member, University of Houston
Evan Bailyn Evan Bailyn CEO, First Page Sage
Andrew Warden Andrew Warden Vice President Marketing, Adobe
Sarah Warzecha Sarah Warzecha Sr. Director, Enterprise Digital Marketing Technology, Brunswick Corporation
Kirthiga Reddy Kirthiga Reddy CEO & Co-founder, OptimizeGEO
Freddy Dabaghi Freddy Dabaghi Chief Transformation Officer, Crispin

AI systems need to retrieve, interpret, and synthesize brand information before they can recommend it. That makes content structure, metadata, schema, source clarity, and answer-ready pages more strategic than they may have been in traditional SEO alone. The debate is whether AI visibility is mostly a content problem, a technical data problem, or a broader organizational readiness problem.