As the demand for connected vehicles and advanced in-car experiences continues to rise, automotive manufacturers face the challenge of ensuring robust cybersecurity in an increasingly complex digital landscape. OEMs have invested in AI supercomputers and data centers to collect data from fleets and build models1, enabling continuous improvements in the performance of deployed systems. This shift marks the evolution from early innovations, such as the safety belt in 1957, to today’s data-driven advancements. Recognizing this need for enhanced security, the 3rd Generation Partnership Project (3GPP) released TS 33.536, a comprehensive specification that addresses the security aspects of Vehicle-to-Everything (V2X) services in the 5G ecosystem. This specification is particularly significant as it supports the transition toward software-defined vehicles and AI-driven services, ensuring that automotive innovations remain both advanced and secure.