DeNexus DeRISK QVM is a vulnerability management solution designed for operational technology and industrial control system environments. The platform translates Common Vulnerabilities and Exposures (CVEs) into financial risk metrics, expressing vulnerabilities as dollars at risk rather than traditional scoring methods. The solution uses deep learning models to automatically map newly published CVEs to MITRE ATT&CK frameworks for both Enterprise and ICS environments. It performs financial risk quantification through advanced risk modeling that processes OT system data to calculate Value at Risk and Estimated Financial Loss. This calculation involves simulating a digital twin of the network, considering network topology, device roles, and implemented cybersecurity controls. DeRISK QVM enables organizations to simulate the mitigation of individual or groups of CVE vulnerabilities and compare results to a baseline to reveal reduced financial risk. The platform provides analysis at portfolio, facility, or zone levels and allows organizations to identify top vulnerabilities, quantify their value at risk, and measure the financial impact of addressing them. The solution incorporates vulnerability data from cybersecurity platforms and provides context for business decision-making regarding cybersecurity investments and insurance considerations.