Unexpected failures of MRI-scanners, aircraft and other capital assets, are unsafe and expensive. Data about failures is therefore rare, but sensors are increasingly gathering real-time degradation data. These data are used to optimize maintenance and support for each system individually so that safety and cost performance improve.