Test Suites and 40+ LLM-as-a-judge evaluation metrics
Production dashboards and alerts for agents
Prompt playground and optimization
Agent Playground for local agent development
Cost intelligence for Claude Code and Codex tracking
X.509 certificate issuance via AWS KMS with private keys stored in HSM
Real-time behavioral monitoring and drift detection across eight risk dimensions
Content-risk scoring of agent outputs per EU AI Act Article 5
Automatic certificate revocation when risk crosses 0.85 threshold within 60 seconds
Compliance reports mapped to NIST AI RMF, NIST CSF 2.0, ISO 27001, MiCA, and EU AI Act
Public verification endpoint with sub-500ms response and no authentication required
OpenTelemetry (OTLP) export to Datadog, Grafana, Honeycomb, and Splunk
RFC 8693 delegation chains and signed forensics
Webhook event delivery with HMAC signatures and audit logging
AgentMail: verifiable email inbox per certified agent for regulatory communication
What makes it different
Truly open-source platform with enterprise-grade infrastructure
Traces appear almost instantly even at high volumes
Flexible hosting options including self-hosted, cloud, and custom deployments
Easy integration with just a few lines of code
Opik automatically turns trace data and eval results into code fixes
Only platform that issues cryptographic identity to deployed agents, monitors behavior in real time, and generates compliance reports as one unified product
X.509 certificates provide institutional trust standard used by banks and governments for 30+ years
Auto-revocation with sub-60-second SLA stops misbehaving agents without manual intervention
Content-risk scoring evaluates agent output language, not just actions, catching prompt injections and policy violations
Private keys never accessible; stored only in AWS KMS with cryptographic signing performed by KMS directly
Comet
Kakunin