AI coding tools speed up code creation but often cause hidden downstream costs due to lack of enterprise context like architecture, business rules, and compliance. Organizations that integrate AI throughout the software development lifecycle—embedding governance, ensuring reliable enterprise context, and coordinating workflows—achieve significant productivity, quality, and time-to-market improvements by reducing rework and defects. The strategic advantage lies in building infrastructure to provide AI with relevant context, enabling truly production-ready AI-assisted development.
https://cacm.acm.org/blogcacm/the-productivity-illusion-at-the-heart-of-enterprise-ai-coding/