From Vibe Coding to Production: What It Takes to Scale AI Coding Assistants Across the Enterprise

AI coding assistants can generate code in seconds. Turning that speed into secure, scalable software delivery across an enterprise is a very different challenge—and one many organizations are still learning to solve.

Drawing on lessons from leading AI enablement across a global engineering organization, I’ll show what changes when teams move beyond “vibe coding” to enterprise-scale software delivery. We’ll explore where AI meaningfully accelerates the development lifecycle—including code generation, reviews, testing, debugging, documentation, and modernization—and where it can introduce risks to quality, security, governance, and maintainability. I’ll also share practical adoption strategies, common pitfalls, and how we built developer trust without forcing adoption.

You’ll leave with a practical framework for scaling AI coding assistants from individual productivity gains to secure, dependable enterprise software delivery.