ASSURANCE
Owner: Red Team / Security Operations / AI Ops / Compliance
AI Assurance Controls
Focus on testing and monitoring AI systems for vulnerabilities, anomalous behavior, and incident readiness.
Framework Mapping
Controls from each source framework that map to this domain.
| Framework | Mapped Controls |
|---|---|
| ISO 42001 |
Cl.9 Performance Evaluation
Cl.10 Improvement
A.9 Robustness
|
| NIST AI RMF |
MS-1 Monitoring
MS-3 Incidents
MS-4 Metrics
AI 600-1 GenAI Profile
|
| OWASP LLM |
LLM01 Prompt Injection
LLM04 Data & Model Poisoning
LLM08 Vector & Embedding Weaknesses
|
| OWASP Agentic |
ASI06 Unmonitored Actions
ASI08 Compliance & Regulatory
|
Controls
3 controls across Tier 1 (essential) and Tier 2 (advanced).
Audit Checklist
Quick-reference checklist items grouped by control.
- ☐ Red team charter exists and defines scope, frequency, and authorized attack techniques for AI systems
- ☐ At least one adversarial test campaign has been completed within the past 90 days for each production AI system
- ☐ Test findings are classified using a standardized severity taxonomy and tracked to remediation
- ☐ Attack playbooks are updated at least quarterly to reflect emerging threat techniques
- ☐ Regression testing confirms all critical and high findings are resolved before production release
- ☐ Network-level detection rules are active for known AI service endpoints and updated at least monthly
- ☐ Approved AI applications forward telemetry to the centralized SIEM with documented schemas
- ☐ Shadow AI detections are logged and result in documented follow-up actions within defined SLAs
- ☐ Monthly monitoring reports are produced and reviewed by the governance committee
- ☐ Detection rule false positive rates are tracked and maintained below the 10% target
- ☐ AI incident taxonomy exists and is mapped to the organization's severity classification framework
- ☐ Response playbooks cover at least prompt injection, RAG poisoning, and data exfiltration scenarios
- ☐ At least two AI-focused tabletop exercises have been conducted in the past 12 months
- ☐ AI playbooks are integrated into the SOAR platform or incident management system
- ☐ SOC analysts have completed AI-specific incident triage training within the past 12 months