Generative AI (GenAI) is transforming enterprise engineering, but scaling it responsibly is crucial. As organizations adopt GenAI, they must transition from isolated pilot projects to a cohesive strategy that integrates governance, education, and cultural change. This shift is essential to avoid chaos and ensure that all engineers can leverage AI tools effectively without compromising safety or trust. A unified roadmap is vital for successful GenAI implementation. It helps prevent fragmentation and ensures consistent tool usage across teams.