COMPREDICT's virtual sensor and durability engineering platform uses AI to predict failures of automotive components and understand the failure mechanisms. No additional sensors or hardware needed. This is a key differentiation. We analyze and enhance the data, which is available in every series production vehicle. With our data driven approach, we can exactly predict failures of mechanical components and of electronic components. Furthermore, our methods enables lightweight design.