Upstream Security is a cloud-based cyber-security solution that protects the technologies and applications of connected and autonomous vehicles. Upstream Security leverages big data and machine learning to provide OEMs and vehicle fleets with comprehensive, nonintrusive defense. The Upstream platform utilizes data normalization and cleansing, live digital twin profiling, mobility intelligence, ML-powered detection, and unique GenAI capabilities to identify anomalies in mobility data and offer unparalleled data-driven actionable insights through mobility-specific applications.