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In this Insights and Innovators Podcast episode, host Niels Schillewaert (Head of Research, Conveo.ai) speaks with Christopher Barnes, President of Escalent, about how market research organizations are approaching AI, why many fail to rigorously validate AI outputs, and how persuasive, energy-efficient model changes can increase risk. Barnes argues insights teams must become “insights and action” professionals, tighten the distance between findings and business impact, and adopt strong validation practices using human data and human-in-the-loop review. He shares examples of risky AI misuse, explains how to separate valuable tools from hype through piloting and showing work, and highlights near-term value in persona bots and research process agents. Barnes also describes Escalent’s mandatory AI certification and the need to prove measurable growth impact for clients.
00:00 AI Training Mandate
00:34 Podcast Welcome
01:04 Three AI Adoption Camps
03:03 Ahead Versus Risky
04:19 Why Validation Lags
07:07 Validation Best Practices
09:44 Persuasive AI Pitfalls
10:47 Who Owns Validation
13:00 Hype Versus Value
14:32 High Value Use Cases
16:46 Upskilling The Team
20:24 From Research To Advice
21:50 Skills For The Shift
24:21 Pollster Mindset Advice
26:15 Proving Business Impact
26:51 Closing And Subscribe
Explore more episodes and resources → https://www.greenbook.org/podcast-network Learn more about MRII → https://mrii.org/
