This chapter critically explores the safety assertions made by Tesla for their autopilot feature, discussing the challenges posed by misinformation and data transparency issues. It emphasizes the complexities of measuring safety for Advanced Driver Assistance Systems (ADAS), including the significance of crash statistics and data collection methods. The conversation raises concerns over governance in research initiatives and highlights the need for improved regulations to ensure consumer safety.