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

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