DeployHub provides continuous vulnerability management for software in production environments. The platform uses AI-driven digital twins to create living mirrors of deployed systems, tracking changes in open-source and third-party components in real-time. Unlike traditional security tools that perform point-in-time scanning during the build phase, DeployHub monitors software after deployment when systems are live and operational. The platform continuously checks trusted vulnerability databases and maps new disclosures directly to components running in production. This approach enables teams to identify exposures within minutes rather than waiting weeks or months for scheduled scans. The digital twin technology maintains an up-to-date representation of every deployed system, automatically reflecting changes as they occur. DeployHub is built on Ortelius, an open-source project incubating at the Continuous Delivery Foundation. The company offers both the open-source Ortelius platform and a commercial SaaS version. The solution targets IT teams and DevSecOps organizations that need to manage security risks in live production environments, from cloud to edge deployments. The platform addresses the gap between build-time security scanning and runtime protection by providing continuous monitoring of deployed software components. This enables faster remediation of vulnerabilities by reducing the time between disclosure and detection in production systems.