Why Your $600K AI Hiring Cycle Is Costing You More Than Just Money

82% of enterprises are running active AI PoCs. Fewer than 4% reach production-wide deployment. The gap isn't talent or budget, it's delivery architecture. I want to talk about something most AI delivery postmortems won't say out loud: the traditional hire-and-build model is structurally broken for AI systems in 2026. Not because the engineers aren't good. Because the incentive structures, team compositions, and billing models were designed for a world where software systems were deterministic. AI systems aren't.