LUMC aims not only to develop and implement AI, but also to manage it sustainably within everyday healthcare practice. Therefore, the focus is on developing production-ready AI solutions that are scalable, reliable and responsibly deployable in a complex clinical environment. This includes an emphatic focus on responsible implementation within an on-premise and sovereign infrastructure, ensuring security, privacy and control over data and models. From model development and experiment tracking to CI/CD, model serving, monitoring, maintenance and integration with clinical systems, together we ensure that AI applications not only go live, but continue to perform well, are managed securely and can be continuously improved.