Features
AI agent discovery and inventory (AI-BOM)
Model, system prompt, tool, and guardrail mapping
Security posture management with NIST/OWASP alignment
Supply chain risk assessment for AI dependencies
Automated red teaming with 3,000+ adversarial attacks
Multi-turn agentic attack simulation
Context poisoning and tool chain manipulation testing
Real-time policy enforcement and violation detection
Integration with AI gateways (Kong, Portkey, LiteLLM, Envoy, TrueFoundry)
GitHub CI/CD integration for shift-left security
Shadow AI detection across cloud platforms (AWS, Azure, GCP)
Proactive exposure assessment and misconfiguration analysis
Intent analysis for behavioral anomaly detection
MITRE and OWASP threat detection with full attack context
Secure-by-design agent building
Agentic observability with decision lineage and root cause analysis
Inline guardrails at agent request/response path <80ms latency
Fiddler Centor Models for cost-efficient real-time evaluations
Continuous evaluations from testing to production
AI governance, risk management, and compliance tools
Responsible AI bias mitigation
ML observability for traditional predictive models
Custom evaluators and bring your own judge
Role-based access control and SSO
Coding agent governance via Lumeus acquisition
Real-time policy enforcement
Visualization-driven insights
SaaS, VPC, and on-premise deployment
Supported modalities: text, code
TCO calculator for evaluation costs
