Andrea Schnepf, founder of NEPF, joins host Michael Bernzweig to break down why most enterprise AI pilots fail and what the successful 5 percent do differently. She explains how tech-first, reactive decisions waste budget, stall adoption, and erode trust, then lays out three pillars for making AI a real business capability: clear purpose, leadership alignment, and a robust operating model. Andrea also shares examples from companies like Microsoft and Intuit, and walks through a practical three-phase roadmap—foundation, pilot-and-learn, and scale-and-embed—so executives can link AI to strategy, governance, and day-to-day work instead of scattered tools.