How can Data Science help companies to optimize processes and perhaps even open up new business areas and services? How do analytical prototypes develop into Mission Critical Services? Find out how eoda has helped TRUMPF, the technology and world market leader in lasers and laser systems, to reduce downtimes, ensure the high level of machine manufacturing and develop new business models in the process. With Deep Learning, recurring patterns in machine and sensor data can be identified. In this way, self-optimizing algorithms can be developed and an intelligent predictive maintenance system was realized. With this Condition Monitoring Portal, which evolved into a stand-alone data science platform, it is possible to detect errors and anomalies in advance and thus prevent unforeseeable machine failures, as well as to optimize processes globally and increase machine availability.