The Upstream Platform by Upstream Security is a cloud-based data platform designed to secure, optimize, and enhance connected vehicles. It 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 actionable insights through mobility-specific applications. The Upstream Platform is agentless, not requiring installation of software or hardware in vehicles or devices. Its cloud-based and cloud-agnostic architecture enables rapid deployment, quick time-to-security, and onboarding of assets in production or on the road, along with holistic monitoring throughout the lifecycle.