The product provides automated security testing, monitoring, and detection workflows tailored to AI/ML systems. It continuously analyzes model outputs, infrastructure telemetry, and AI application behavior to surface compromise indicators, reproduce known AI-specific vulnerabilities, and recommend detective controls with lower analyst noise.

Companies are now deploying LLMs, AI agents, GPU clusters, and large-scale inference systems in production, creating new security surfaces that existing tools were not designed to monitor. Multiple AI-native companies are hiring specifically for automated AI/ML security testing, threat hunting, and safeguards at scale.