Trust But Verify: Validating AI in the Insights Industry with Christopher Barnes

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 Mandate00:34 Podcast Welcome01:04 Three AI Adoption Camps03:03 Ahead Versus Risky04:19 Why Validation Lags07:07 Validation Best Practices09:44 Persuasive AI Pitfalls10:47 Who Owns Validation13:00 Hype Versus Value14:32 High Value Use Cases16:46 Upskilling The Team20:24 From Research To Advice21:50 Skills For The Shift24:21 Pollster Mindset Advice26:15 Proving Business Impact26:51 Closing And SubscribeExplore more episodes and resources → https://www.greenbook.org/podcast-network Learn more about MRII → https://mrii.org/