These days, organizations are investing heavily in ML & AI. However, many data science teams still struggle to make the step from having an optimized model to embedding this into a live application or their IT infrastructure. We encountered these struggles ourselves. In this talk we will share what we did to transform a model into a scalable and valuable application for our customers. And how to do this in a reproducible and risk-free way.