Prompt
Are there any compliance-focused AI publications that focus on managing AI risk in enterprise settings?
Latest observation
Jul 20, 2026
OpenAI APIWeb search: off
Yes. If you mean publications that are especially useful for enterprise AI governance, risk, compliance, and control, there are several well-regarded ones.
Strong compliance / enterprise-risk focused sources
1. NIST AI Risk Management Framework (AI RMF 1.0)
- Not a “publication series” in the journal sense, but one of the most important enterprise AI risk references.
- Focus: governance, mapping/measuring/managing AI risks, and operational controls.
- Very useful for compliance teams because it is structured around risk management and accountability.
2. ISO/IEC AI standards and guidance
- Especially:
- ISO/IEC 42001 — AI Management System standard
- ISO/IEC 23894 — AI risk management guidance
- These are highly relevant for enterprise settings because they map well to management systems, auditability, and policy controls.
3. OECD AI Policy Observatory / AI principles work
- More policy-oriented than operational, but useful for governance, regulatory alignment, and cross-border compliance considerations.
4. IAPP publications
- The International Association of Privacy Professionals often publishes practical content on:
- AI governance
- privacy and AI risk
- legal/compliance implications of model deployment
- Very relevant if your enterprise concerns include privacy, data protection, and regulatory readiness.
5. Harvard Journal of Law & Technology / law reviews on AI governance
- These are more academic, but often cover:
- liability
- accountability
- discrimination
- regulatory frameworks
- Good for compliance strategy and legal risk, less for implementation specifics.
6. MIT Sloan Management Review / Stanford HAI / Brookings AI governance pieces
- These are not strictly compliance publications, but they often address enterprise governance, trust, control, and operational risk in a way compliance teams can use.
Practitioner-oriented sources for enterprise AI risk
7. Gartner / Forrester research
- Not public in most cases, but they frequently cover:
- AI governance platforms
- model risk management
- enterprise controls
- third-party/vendor AI risk
8. ISACA
- Often publishes on governance, audit, and control frameworks relevant to AI risk management in enterprises.
9. Big-4 / consulting firm AI governance reports
- Deloitte, PwC, EY, KPMG, McKinsey often produce practical frameworks on:
- AI risk
- responsible AI
- enterprise governance
- controls and assurance
- These can be useful, though they may be more advisory than neutral.
If you want the most compliance-oriented shortlist
I’d prioritize:
- NIST AI RMF
- ISO/IEC 42001
- ISO/IEC 23894
- IAPP AI governance publications
- ISACA AI governance/audit materials
If you want, I can also give you:
- a ranked list of the best publications for enterprise AI risk, or
- a list organized by legal/compliance, technical risk, and governance/audit.