Jordan Gurrieri - BlueLabel | How to Turn AI Experiments into Enterprise Systems—Lessons from 300+ Deployments

Jordan Gurrieri, Co-founder & CEO of BlueLabel, explains how mid-market and enterprise operators can finally escape pilot purgatory and deploy AI systems that scale reliably. Drawing on two decades of automation experience and hundreds of shipped products, he breaks down why AI initiatives fail, how to design for workflow fit from day one, and what it takes to turn tribal knowledge and inconsistent pilots into production-grade, agentic workflows.You’ll Learn:Why AI pilots break when more than a handful of people rely on them—and how to rebuild them for consistency, accuracy, and cost efficiency.How to identify high-friction workflows by mapping real user behavior, pain points, and dependency chains.How to convert tribal knowledge into durable, queryable agentic systems that support frontline teams in real time.Why agentic, workflow-embedded AI drives true competitive advantage while personal productivity tools do not.How a regional telecom automated dispatch operations and doubled field technician throughput with an AI-powered workflow system.Chapters:00:00 Intro00:32 Jordan’s background & BlueLabel’s focus02:09 How early automation shaped his AI worldview03:31 Why pilots break when scaling AI05:05 Common traps between pilot and production07:15 What scaling AI actually requires10:26 Personal productivity vs. organizational advantage12:45 Telecom case study: the dispatch bottleneck15:02 Agentic tools for field technicians17:59 Change management inside legacy workflows19:36 Rebuilding the pilot on a scalable API foundation21:50 Lessons for future AI deployments23:35 Identifying high-fit workflows26:08 What makes a strong AI use case28:05 A myth about AI implementation30:15 Who should work with BlueLabel31:52 Advice for leaders under AI pressureLinks:Explore more interviews and Jordan Gurrieri's expert profile:  https://www.justcurious.io/experts/jordan-gurrieriConnect with Jordan Gurrieri: https://www.linkedin.com/in/jordangurrieri/Watch on YouTube: https://youtu.be/T7lhyDkZca0Proof of Work is the podcast of Pluris, a platform connecting investors and operators with the world's leading applied AI experts. Each episode features the builders, operators, and investors who've actually put AI into production, turning it from buzzword to bottom line through sharp case studies and practical conversations. We explore how AI is used to grow revenue, expand margins, improve operations, and create measurable value inside real businesses.Learn more at checkpluris.comExplore more interviews and connect with experts at https://www.checkpluris.com Subscribe to our newsletter at https://proof-of-work-ai.beehiiv.com/