Runtime Drift
Detect behavior changes after prompt, model, tool, policy, or data-source updates.
RUNTIME MONITORING
Runtime trust for agents after they go live.
Certification is only the starting point. AI Agent Certify monitors deployed agents for drift, unsafe outputs, risky tool use, policy violations, and trust-state changes after production release.
POST-DEPLOYMENT TRUST
A certified agent can still drift.
Prompt templates change, new tools are added, model versions update, and data sources expand. Runtime monitoring keeps the agent trust state current when production behavior changes.
RUNTIME TRUST CONSOLE
Agent Fleet Status
Support Agent Certified 96 No drift
Claims Agent Monitored 92 Low drift
Research Agent Suspended 71 Policy breach
MONITORED SIGNALS
What runtime monitoring watches.
Monitoring turns production behavior into evidence that governance, security, and AI platform teams can act on.
Unsafe Output Events
Flag outputs that violate policy, escalate risk, or require human review before use.
Risky Tool Use
Monitor high-risk tool calls, blocked actions, anomalous approvals, and unsafe delegation attempts.
Policy Violations
Capture violations against certified scope, data boundaries, role permissions, and prohibited behaviors.
Passport Suspension
Move a Trusted Agent Passport to review, suspended, or revoked when trust criteria fail.
Escalation Workflows
Route alerts to AI platform, security, governance, and risk teams with evidence attached.
RUNTIME MONITORING
Trust Timeline
- Agent passed certification
- Prompt template updated
- Drift signal detected
- Trust Passport moved to Review
- High-risk tool call blocked
- Certification gate requires re-test
TIMELINE EXAMPLE
From drift signal to re-certification.
A runtime event can move from detection to blocked action, passport review, and required re-certification when the agent behavior no longer matches certified scope.
Example flow: prompt template changed, new tool permission added, drift signal detected, high-risk tool call blocked, Passport moved to review, and re-certification required.
ENTERPRISE AI ASSURANCE
Monitor agent trust after deployment.
See how runtime drift detection, policy violation events, escalation workflows, and Passport suspension controls work together.