Executive Summary
Enterprises can achieve simultaneous compliance with NIST AI RMF, ISO/IEC 42001, and EU AI Act through integrated safety programs that prioritize: bias testing protocols, human-in-the-loop oversight mechanisms, and incident response playbooks. This primer identifies common control patterns.
Common Control Patterns
Pattern 1: Bias Testing Framework
- Pre-deployment fairness assessment across protected classes
- Continuous monitoring via statistical process control
- Remediation workflows with SLAs
Pattern 2: Human Oversight Protocol
- Confidence scoring triggers escalation thresholds
- Reviewer training and certification requirements
- Audit trail generation for all manual overrides
Pattern 3: Incident Response Playbook
- Detection mechanisms (automated + human)
- Containment procedures with communication templates
- Post-mortem analysis with lessons learned repository
Regulatory Mapping Matrix
| Requirement | NIST AI RMF | ISO/IEC 42001 | EU AI Act |
|---|---|---|---|
| Risk inventory | AIC.P1 | 8.1 | Annex III |
| Documentation | GOV.M3 | 7.3 | Annex IV |
| Human oversight | MAP.I1 | 8.5 | Article 14 |
| Incident reporting | IMP.R3 | 10.2 | Article 59 |
| Transparency | TGO.T1 | 7.2 | Article 52 |
Common controls reduce documentation overhead by 60% vs. framework-specific approaches.
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