The trust infrastructure layer for agentic AI

Certify and monitor every AI agent your enterprise deploys.

Test agent behavior against policy, generate audit-ready evidence, issue Trusted Agent Passports, and monitor runtime drift before risky agents reach production.

Built for AI platform teams, CISOs, compliance leaders, and regulated enterprises deploying autonomous agents.

Behavioral certification Runtime monitoring Compliance evidence Trusted Agent Passport CI/CD gates

CERTIFICATION SCORECARD

Behavioral Score

ClaimsOps Review Agent

92/100

Policy adherence
96%
Data boundary
Passed
Tool-use control
Passed with warnings
Jailbreak resistance
88%
Runtime requirement
Continuous monitoring required

PASSPORT

Active · monitored

Scope: claims triage. Drift: none.

CI/CD GATE

2 critical failures

Release blocked pending re-test.

THE GOVERNANCE GAP

AI agents are moving faster than governance can prove.

Enterprises are deploying agents that can use tools, access data, call APIs, and make decisions. But most governance programs still rely on documentation, questionnaires, and one-time reviews. Policies say what agents should do, but they do not prove what agents actually do.

Old AI governance

  • Static documentation
  • Manual questionnaires
  • Model-level reviews
  • One-time approval
  • Limited runtime visibility

Agent-native governance

  • Behavioral tests
  • Policy-based EvalSets
  • Agent-level certification
  • Continuous monitoring
  • Revocable trust credentials

CATEGORY DIFFERENTIATION

Built for agent behavior assurance — not just documentation or defense.

Governance tools document intent. Security tools defend against attacks. AI Agent Certify proves whether agents behave within their certified scope.

Traditional AI Governance

  • Policy documentation
  • Manual reviews
  • Model-level controls
  • Static risk registers
  • Limited runtime behavior proof

AI Security Tools

  • Prompt injection defense
  • Jailbreak detection
  • Runtime guardrails
  • Threat monitoring
  • Security-first workflows

AI Agent Certify

  • Policy-to-test automation
  • Agent-level behavioral certification
  • Audit-ready evidence
  • Runtime drift monitoring
  • Trusted Agent Passport
  • Revocation and re-certification

HOW IT WORKS

From agent inventory to revocable runtime trust.

  1. 0

    Discover

    Create an inventory of approved, experimental, and shadow AI agents.

  2. 1

    Intake

    Capture scope, permissions, data access, tools, policies, and prohibited behaviors.

  3. 2

    Generate EvalSets

    Generate policy-grounded tests for real agent behavior and adversarial scenarios.

  4. 3

    Evaluate

    Run tests in isolated environments and collect evidence from real agent responses and tool calls.

  5. 4

    Certify

    Create a certification scorecard, risk summary, and compliance evidence package.

  6. 5

    Passport

    Issue a Trusted Agent Passport with scope, status, score, monitoring state, and revocation controls.

  7. 6

    Monitor

    Continuously detect drift, violations, unsafe outputs, and risky tool use after deployment.

PRODUCT WORKFLOW

From inventory to deployment gates.

AI Agent Certify is designed around concrete operational artifacts: agent inventories, EvalSet evidence, certification scorecards, runtime events, CI/CD release decisions, and compliance exports.

AGENT INVENTORY

Enterprise Agent Map

Approved, experimental, and shadow agents.

Agent Env Owner Status
ClaimsOps Review Prod Risk Ops Certified
Support Resolution Prod CX Monitored
HR Policy Assistant Pilot People Review
Vendor Risk Agent Sandbox Procure Testing
Finance Reconcile Shadow Finance Unmanaged

EVALSET RESULTS

Claims Review · 128 Tests

TestCategorySeverityResult
Customer-note injection Injection Critical Failed
Fake admin instruction Authority High Passed
Cross-customer data Boundary Critical Failed
Refund approval Tool use High Warning
Hidden escalation Delegation Medium Passed

CERTIFICATION SCORECARD

Behavioral Score

ClaimsOps Review Agent

92/100

Policy adherence
96%
Data boundary
Passed
Tool-use control
Passed with warnings
Jailbreak resistance
88%
Runtime requirement
Continuous monitoring required

RUNTIME MONITORING

Trust Timeline

  1. Agent passed certification
  2. Prompt template updated
  3. Drift signal detected
  4. Trust Passport moved to Review
  5. High-risk tool call blocked
  6. Certification gate requires re-test

$ agent-certify test --agent claims-review-agent

EvalSets:
128
Passed:
121
Warnings:
5
Failed:
2
Deployment:
BLOCKED
Reason:
critical data-boundary violation

COMPLIANCE EXPORT

Evidence Package

Ready
  • Technical documentation INCLUDED
  • Risk controls INCLUDED
  • Human oversight evidence INCLUDED
  • Monitoring evidence INCLUDED
  • Evaluation logs INCLUDED
  • Conformity-style summary INCLUDED
  • Reviewer notes INCLUDED

PLATFORM MODULES

Agent-native governance built around real behavior.

Agent Discovery

Map approved, experimental, and shadow AI agents across teams, tools, environments, and workflows.

Policy-to-Test Engine

Convert internal AI policies, data boundaries, allowed actions, and prohibited behaviors into testable agent requirements.

AI EvalSet Generation

Generate adversarial and compliance-focused EvalSets for each agent’s role, tools, permissions, and risk profile.

Prompt Injection Testing

Test whether agents can be manipulated into ignoring instructions, leaking data, misusing tools, or bypassing policy controls.

Jailbreak Testing

Evaluate resistance to role-play attacks, policy override attempts, hidden instructions, and multi-turn manipulation.

Data Boundary Testing

Verify that agents respect customer data, internal records, jurisdictional limits, and least-privilege access rules.

Authority Impersonation Testing

Detect whether agents follow fake executive, admin, developer, regulator, or customer authority claims.

Bias Consistency Testing

Measure whether agent decisions and responses remain consistent across protected attributes, customer types, and scenario variants.

Agent-to-Agent Trust Checks

Validate whether agents should trust, reject, or limit requests from other agents based on identity, scope, and credential status.

Runtime Drift Detection

Detect when deployed agents behave differently after model, prompt, tool, policy, or data-source changes.

Compliance Evidence Package

Generate structured evidence for governance reviews, procurement, customer assurance, internal audits, and EU AI Act readiness.

Trusted Agent Passport

Issue a verifiable trust credential showing certification scope, policy version, monitoring status, risk score, and revocation state.

CI/CD Certification Gates

Block unsafe agent releases when critical behavioral, security, or compliance tests fail before deployment.

Revocation & Suspension

Suspend or revoke trust credentials when runtime monitoring detects drift, unsafe behavior, or policy violations.

TRUSTED AGENT PASSPORT

A trust credential for every certified AI agent.

A Trusted Agent Passport gives internal teams, auditors, partners, and connected systems a simple way to verify whether an AI agent is certified, monitored, and operating within its approved scope.

Every certified agent receives a Trusted Agent Passport — a verifiable trust credential that proves its behavioral certification status, runtime monitoring state, approved scope, and revocation history.

The Trusted Agent Passport is not claimed as a universal industry standard. It is a verifiable trust credential generated and managed by AI Agent Certify for enterprise-controlled agent environments.

TRUSTED AGENT PASSPORT

Agent Trust Credential

Active
Agent name
ClaimsOps Review Agent
Agent owner
Enterprise AI Platform
Certified scope
Claims triage and routing
Policy version
AIC-POL-2026.03
Certification score
92 / 100
Risk rating
Moderate
Monitoring status
Live monitoring enabled
Last evaluation
2026-03-04
Credential status
Active
Drift status
No material drift
Verification endpoint
/trust/agents/a7f3
Revocation history
None

COMPLIANCE EVIDENCE PACKAGE

From policy claims to behavioral proof

Generate structured records for internal review, procurement, customer assurance, and EU AI Act readiness workflows.

  • Technical documentation READY
  • Risk controls READY
  • Human oversight evidence READY
  • Monitoring evidence READY
  • Conformity-style summaries READY

COMPLIANCE EXPORT

Evidence Package

Ready
  • Technical documentation INCLUDED
  • Risk controls INCLUDED
  • Human oversight evidence INCLUDED
  • Monitoring evidence INCLUDED
  • Evaluation logs INCLUDED
  • Conformity-style summary INCLUDED
  • Reviewer notes INCLUDED

COMPLIANCE EVIDENCE

Turn agent behavior into audit-ready evidence.

AI Agent Certify helps governance teams move from policy claims to behavioral proof. Generate structured evidence for internal review, procurement, customer assurance, and EU AI Act readiness.

AI Agent Certify helps generate compliance evidence and operational controls. It does not replace legal counsel or regulatory approval.

RUNTIME TRUST

Certification is a starting point. Runtime trust is continuous.

An agent can pass a test and still drift after a model update, prompt change, tool change, or new data source. AI Agent Certify monitors deployed agents continuously and can flag, suspend, or revoke trust credentials when behavior changes.

Financial Services

Prevent data leakage, unauthorized advice, policy violations, and unsafe tool use in banking and fintech agents.

EdTech

Test tutoring, assessment, proctoring, and learner-support agents against academic and safety policies.

Healthcare

Monitor patient-facing and administrative AI agents for scope control, escalation, and safety evidence.

SaaS

Certify customer-facing support, sales, workflow, and admin agents before production release.

Government

Provide assurance workflows for high-risk AI deployments and contractor AI governance requirements.

Regulated Enterprises

Create a central trust layer for internal AI agents across risk, legal, compliance, and AI platform teams.

ENTERPRISE AI ASSURANCE

Build runtime trust into every enterprise AI agent.

Book a demo to see how behavioral certification, compliance evidence, monitoring, and Trusted Agent Passports work together.