Traditional GRC tools assess risk once per quarter. AI agents change behavior hourly — hallucinating outputs, accessing new data, and taking actions that weren't in their original spec.
Multi-agent systems create cascading failure risk: one agent's bad output becomes another agent's trusted input. The blast radius of a single malfunction can span your entire business.
Model providers update models without notice. A fine-tuned GPT-4 behaves differently from its predecessor — your risk posture changes overnight without any action on your part.
Most AI risk frameworks borrowed from IT security don't capture AI-specific vectors: prompt injection, jailbreaks, context window poisoning, or reward hacking in agentic loops.
Waiting for events...
Varman assigns each agent a dynamic risk score updated every 30 seconds, factoring in behavioral anomalies, data access patterns, action scope, and downstream dependencies. Risk scores escalate automatically when threshold conditions are met.
Individual risk signals are correlated across your agent fleet to identify systemic risk patterns. A single hallucination is an anomaly; three agents hallucinating about the same data source is a systemic risk event.
Weekly and on-demand board-ready risk reports quantify your AI risk posture in business terms: estimated financial exposure, regulatory risk score, and trend analysis. No security jargon — just the numbers your CISO and board need.
Per-agent risk scores updated every 30 seconds using behavioral telemetry, access patterns, and action scope.
Detects when underlying model behavior changes — even when the model version remains the same.
Maps agent-to-agent trust chains and calculates cascade failure probability for interconnected systems.
Translates technical risk scores into estimated financial exposure and regulatory fine risk.
14-day and 90-day trend lines showing whether your AI risk posture is improving or deteriorating.
One-click PDF export of your AI risk posture, designed for CISO presentations and board risk committees.
AI risk events detected before they become incidents
Risk score refresh interval — always current
Unclassified risk events after 30-day baseline period
Average incident cost avoided per enterprise per year
Get your enterprise AI risk score in under 48 hours — no professional services required.