The process starts from the point of new systems design with architecture department, bring-up of new hardware/software into our AV Fleet, leading the day-to-day experiments and managing End-to-End data pipeline. We provide to AV developments groups a clear view of the AV functionalities performance. We have a full responsibility to develop our tools and infrastructures to enable our daily operation