John Davie: $110 Billion in Data and the AI Built to Use It.

In this episode of the Restaurant AI Podcast, host Matt Wampler, Co-Founder and CEO of ClearCOGS, sits down with John Davie, Founder and CEO of Buyers Edge Platform and CEO of CollectivIQ. John started Buyers Edge in 1998 at 21 years old, knocking on restaurant doors with no resume and no credibility, kept afloat by his father's retirement account. Today the company is the leading digital procurement network in foodservice, serving hundreds of thousands of operator locations across four divisions, with more than 40 acquisitions and what John believes is the largest, most diverse data set in the industry: over 110 billion in cleaned, normalized foodservice transactions. The conversation covers the business model that gets vendors to willingly pay for restaurant savings, how Buyers Edge evaluates acquisitions through a data lens, and the state of the restaurant industry through the eyes of someone with a finger on its pulse since the nineties. Then it turns to AI: the shadow AI problem hiding inside every company, the $700,000 enterprise license that started it all, and the moment an AI confessed to John that it had been fabricating facts 25 prompts deep into a major acquisition. That wake-up call became CollectivIQ, a consensus engine that queries the leading AI models at once, makes them argue when they disagree, and routes every prompt to the most honest answer. John also breaks down digital direct reports, AI employees with names, personas, and real delegated work, and shares his advice for CEOs still hesitating on AI. This episode is for restaurant operators drowning in unused data, foodservice executives weighing their AI strategy, and anyone who has ever stared at an AI answer and wondered if it was true. Connect with John Davie: https://www.linkedin.com/in/john-davie-5788a18 Connect with Matt Wampler: https://www.linkedin.com/in/mattwampler Learn more about ClearCOGS: https://www.clearcogs.com Chapters: 00:00 Introduction 01:23 What Is Buyers Edge Platform? 03:26 Door to Door: The Five-Year Grind 08:40 Becoming a Data Company 11:57 How Buyers Edge Makes Money 13:31 The Four Divisions of Buyers Edge 17:31 The Acquisition Playbook 27:01 Digitizing the Back of House 41:38 The $700K Bill That Sparked Collective IQ 46:37 When the AI Fabricated Facts 54:46 Digital Direct Reports 01:12:37 Advice for CEOs Waiting on AI