With 45% of U.S. tech leaders reporting AI code reliability issues, this piece addresses the growing dilemma facing CTOs: how to harness AI's potential to accelerate software development while maintaining trust and quality. The content presents a practical three-phased roadmap for incremental AI adoption, from identifying bottlenecks to piloting tools and scaling integration.