The CUJO AI Platform leverages machine learning and artificial intelligence to provide device and network intelligence, real-time threat detection, and multi-layer security capabilities for network operators. It identifies devices with high accuracy, down to specific models, firmware, and OS versions, enabling behavioral analysis to detect compromised IoT devices. The platform offers proactive threat detection for both known and novel threats, dynamic network management, and smart home integration, while ensuring compliance with global privacy standards like GDPR and CCPA. It operates across various CPE hardware, works without endpoint software, and is deployed at scale, covering over 2 billion devices globally. The platform also provides network operators with tools to offer value-added security services, improving customer satisfaction and revenue streams.