Features
Autonomous vulnerability discovery in code and cloud
Proof-of-concept exploit generation for each finding
Actionable reports with suggested patches
Git repository integration (GitHub, GitLab, Bitbucket)
Cloud environment analysis (AWS, GCP, Azure)
Authentication bypass detection
Real-time alerting for new vulnerabilities
Custom scope definition (repos + cloud)
Integration with existing CI/CD pipelines
Staging environment exploit validation
Continuous scanning of code and infra
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