Advanced Driver Assistance Systems (ADAS) and Automated Driving have increasingly more data to compute due to number of sensors and computational complexity. While AI integration into fully-automated driving has been in focus, passenger vehicles have increasingly more ADAS features where embedded AI adds value to the experience. Embedded AI can reduce operational cost and improve overall user experience while maintaining vehicle safety. In this presentation, passenger vehicle applications using embedded AI will be explored.