An enterprise network contains millions of interconnected and dynamic devices, a proven challenge to monitor and preempt network threats. AI models including graph neural networks can leverage passive data to map the network, identify, and monitor vulnerable devices. This session will share examples illustrating that this novel open-source technique can yield actionable insights without active scanning.