Episode 04 - Building AI That Actually Works in Lending | Joe Furlong

Joe Furlong started writing software at ten years old on a Tandy 1000. By eighteen, he was running a consumer lending firm, using a custom-built database to underwrite car loans in twenty seconds while competitors were still working by fax. Thirty-five years later, that same instinct to eliminate inefficiency is behind AiCR, a document intelligence platform built within MIAC that can classify and extract data from loan files at scale, without a human in the loop.In this conversation, Joe breaks down how he identified the problem that became AiCR, why building it was the hardest thing he's ever done, and how his team managed to tackle hallucination, confidence scoring, and the chaos of 700-page loan packages containing documents spanning two decades. He talks about leading small teams, managing competing priorities through two-week sprints, and why an intern programme in Bethlehem, Pennsylvania has become one of his most reliable hiring pipelines.Key takeaways from this episode:Why most AI document tools fall short and what AiCR does differentlyHow confidence scoring at the data-extraction level replaces the need for human reviewWhat a real product development roadmap looks like when client demand keeps shifting your sprintsWhy small teams have to operate without "not my job" in their vocabularyThe three-headed challenge of refining the core model, building new features, and growing market share simultaneouslyHow AiCR's expansion beyond lending happened by accidentConnect with Joe Furlong:https://www.linkedin.com/in/josephfurlonghttps://www.aicr.ioIf you're building something and wondering whether the problem you're solving is worth the pain, this one's worth a second listen.I hope you enjoy this episode! Give it a like, share, and subscribe to not miss the content coming your way weekly.– Nate and the Second Order podcast teamConnect with Nate Dinet on LinkedIn: linkedin.com/in/nathanieldinetVisit The Step Manager website here: https://www.thestepmanager.com#secondorder #natedinet #thestepmanager #operationspodcast #deliveryoperations #founderbottleneck #scalingoperations #techstartups #saasoperations #businessoperations #operationalexcellence #startupscaling #revenueoperations #businessleadership #podcastforentrepreneursSecond Order is a podcast for technology founders, COOs, and operations leaders who want to understand what actually happens between closing a deal and delivering on it. Hosted by Nate Dinet of The Step Manager, each episode features honest conversations with CEOs, heads of business operations, and senior executives at SaaS companies, AI-native startups, and tech services firms - people who have built delivery systems under pressure and lived to tell the story.The podcast sits at the intersection of operational execution and company growth, covering the challenges most business podcasts skip over: delivery chaos at scale, the founder bottleneck, bespoke traps that erode margins, and the ongoing question of when to invest in technology versus people. If you're scaling a technology business and the gap between selling and delivering is where things get messy, Second Order is where you'll find the frameworks, stories, and hard-won insight to close that gap.Series Keywords (to be added to the channel):Second Order podcast, Nate Dinet, The Step Manager, delivery operations, operational scaling, SaaS operations, founder bottleneck, technology startup podcast, business operations leadership, revenue operations, scaling delivery, operational execution, AI startup operations, boutique consulting operations, operational architecture, post-sale delivery, Sprint Zero, technology services operations, COO podcast, operations podcast for founders