AI Rollup Case Study: From LBO to Exit and VC-Backed Spinout with John MacKinnon, President of CAUS

Most AI investing stories are theoretical. This one has receipts. In this episode, Afsheen Afshar sits down with John MacKinnon, President of Connect Atlantic Utility Services (CAUS), a Nova Scotia-based high voltage transmission and distribution contractor that grew into one of Atlantic Canada's most sought-after infrastructure businesses under Pilot Wave ownership. Together they walk through the entire arc of a majority buyout that produced a cash-flowing infrastructure business, an AI spinout built for less than one percent of revenue, and ultimately a realized return. John doesn't sugarcoat it. He was skeptical at the start, the ERP rollout nearly confirmed every doubt, and the decision to build Detect from scratch after every platform on the market came up short felt like a serious gamble. What changed his mind wasn't the pitch. It was watching the flywheel actually spin: Connect's cash flow funding the technology, the technology compounding the value of the business, and the data eventually making the exit decision obvious. If you're an investor trying to understand what the AI rollup model looks like when it actually works, or an operator wondering whether any of this translates to the real world, this is the episode to hear. What We Got Into: Closing a majority buyout during COVID with a seller Afsheen had never met in person Why a battle-scarred operator with plenty of scar tissue was skeptical from day one The ERP rollout that went sideways and nearly proved every doubt right Running dozens of ideas through the "9 out of 10 are dumb" filter before zeroing in on asset inspection Why every drone and inspection platform on the market failed and the decision to build from scratch How Detect evolved from a drone company into a data and algorithms platform with a dataset that didn't exist anywhere in the world The flywheel: how Connect's cash flow funded Detect's development for less than 1% of annual revenue The live demo that changed everything: flying over a customer's own assets in real time from a boardroom 500 miles away A buy-and-hold-forever firm that sold when the data said to and why that was the right call   Resources Mentioned: Detect: https://detectinspections.com/  Connect with Connect Atlantic Utility Services: Website: https://centuri.com/connect-utility-services/   LinkedIn: https://www.linkedin.com/in/john-mackinnon-a3267b13  Connect with Pilot Wave: Website: https://www.pilotwaveholdings.com  X: https://x.com/pilotwaveai  Host/s: Afsheen Afshar https://x.com/snaff  https://www.linkedin.com/in/afsheen-afshar-9a924b