Why Most AI Pilots Stall Before Production | Kristi Pihl

What if the reason most AI pilots fail has less to do with the model and more to do with leadership teams moving faster than their organization can actually absorb?In this episode of Executive Connect, Melissa Aarskaug sits down with Kristi Pihl to talk about what really keeps enterprise AI from reaching production. Kristi explains why most breakdowns are not technical, but organizational. She points to weak stakeholder alignment, fuzzy decision rights, poor governance, and a lack of trust across teams as the real blockers. She also breaks down how leaders should think about judgment, guardrails, human oversight, customer trust, and why speed without clarity creates fragility instead of progress.This episode is for executives, operators, founders, and advisors trying to make AI useful inside real businesses, not just impressive in a demo. Press play before your next AI initiative becomes another pilot that never leaves the sandbox.What You Will LearnWhy most AI pilots break down for organizational, not technical, reasonsHow stakeholder misalignment quietly stalls AI adoptionWhy outcomes matter more than pilot hypeHow to think about AI through decisions, not just automationWhen leaders should rely on human judgment versus AI systemsWhy governance and decision rights matter so much in enterprise AIHow trust affects whether users will adopt a system at allWhat happens when companies optimize for speed without protecting judgmentWhy executives need hands-on experience with AI, not just slide decksHow to think about expertise, apprenticeship, and judgment in an AI-heavy futureChapters(0:33) Why most AI pilots quietly stall(1:45) Where AI projects actually break down(3:00) How to evaluate whether AI is serving users(5:08) Why AI changes the way leaders should think about workflows(8:55) Human judgment, algorithms, and generative AI(13:32) What business strategy has to do with customer experience(17:00) The governance enterprises actually need(21:02) Why pilot cycles need to move faster and smarter(27:01) How speed without judgment creates fragility(30:27) The shift from operator to advisor(38:46) The biggest leadership mistake executives are making with AI(44:12) Kristi’s final warning on judgment atrophy(46:43) Where to connect with KristiKristi Pihl has spent nearly two decades advising Fortune 500 leaders on AI transformation, private equity technology diligence, and the realities of taking emerging systems from concept to production. She has worked across buy-side and sell-side diligence, helped build institutionally backed frontier products, and now runs an independent advisory practice. Kristi also writes Systems and Spines, where she explores how AI is reshaping enterprises, leadership, and the future of judgment inside organizations.CONNECT with Kristi PihlWebsite: https://systemsandspines.substack.com/LinkedIn: https://www.linkedin.com/in/kristipihl/CONNECT with Executive ConnectWebsite: https://www.executiveconnectexperience.comLinkedIn: Melissa AarskaugYouTube: Executive ConnectInstagram: @executiveconnectpodcastTikTok: @executiveconnectpodcastFacebook: Executive Connect