Why 96% of AI in Procurement Never Gets Past the Pilot. Here’s What Separates the 4% That Do

49% of procurement teams are piloting generative AI. Just 4% have reached production scale. The failures aren’t random — they cluster around three causes that have nothing to do with whether AI can write, and everything to do with architecture, data, and governance.