MLCommons and the Autonomous Vehicle Computing Consortium have released a proof-of-concept for a comprehensive MLPerf Automotive Benchmark Suite for AI systems in vehicles. The demand for AI-based systems in vehicles is increasing, and this benchmark will help automotive manufacturers determine the best combinations of features and source the necessary AI systems and computing infrastructure.