Structured around use of innovative data science and machine learning techniques for real time application and network monitoring, anomaly and threat detection, root cause analysis and mitigation, Luminous Cyber provides real-time geolocation solutions for data protection, fraud prevention, and ensured position, navigation, and timing. Employing data science driven application and network optimization, the firm is structured around machine learning based, credible, real-time VPN detection and geolocation that work without IP addresses, software installs or access to user data. The intent is to combat a VPN industry that actively promotes pricing cheats, geo workarounds, license evasion, compliance and KYC fraud. Designed to be simple to integrate as a native cloud service or on-premise API, Luminous Cyber works without IP addresses, software installs or access to user data.