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AI governance: NIST AI RMF, EU AI Act and ISO/IEC 42001

In short: AI governance means deciding who may build and use AI, for what, and with which safeguards. The NIST AI RMF is a voluntary risk framework, the EU AI Act is a law that sets duties by risk tier, and ISO/IEC 42001 is a certifiable management system standard. Together they shape how organisations manage AI risk.

What AI governance covers

AI governance is the set of policies, roles and processes that keep AI use safe, legal and aligned with the organisation’s goals. It covers security, but also privacy, fairness, transparency, accuracy and accountability. Security teams are often asked to help because they already run risk assessments, supplier reviews and controls frameworks such as ISO/IEC 27001.

NIST AI Risk Management Framework

NIST AI RMF core functionsGovernculture, roles,policyMapcontext and risksMeasuretest and trackManagetreat and monitor
Figure 1. The four core functions of the NIST AI Risk Management Framework, with Govern running across the others.

The NIST AI RMF 1.0 (published as NIST AI 100-1) is a voluntary framework from the US National Institute of Standards and Technology. It describes characteristics of trustworthy AI, such as valid and reliable, safe, secure and resilient, accountable and transparent, explainable, privacy-enhanced, and fair. Its core has four functions:

  • Govern: set policies, roles, accountability and a risk-aware culture. It underpins the other three.
  • Map: understand the context, intended use, people affected and potential harms of each AI system.
  • Measure: test, evaluate and track the identified risks with suitable methods and metrics.
  • Manage: prioritise and treat risks, respond to incidents and monitor over time.

NIST also publishes a companion profile for generative AI (NIST AI 600-1) and a playbook with suggested actions.

The EU AI Act

EU AI Act risk tiersUnacceptable riskprohibited practicesHigh riskstrict obligationsTransparency riskdisclosure dutiesMinimal riskno new duties
Figure 2. The EU AI Act scales obligations to the level of risk an AI use poses.

The EU AI Act is a European Union regulation that entered into force in 2024, with its obligations applying in phases over the following years. It can apply to organisations outside the EU when their AI systems are placed on the EU market or their output is used in the EU. It sorts AI uses into tiers:

  • Unacceptable risk: banned practices, such as social scoring by public authorities and certain manipulative techniques.
  • High risk: uses in areas such as critical infrastructure, employment, education and access to essential services. Providers must manage risk, data quality, documentation, human oversight, accuracy, robustness and cybersecurity.
  • Transparency obligations: for example, people should be told when they are talking to a chatbot, and certain synthetic content must be labelled.
  • Minimal risk: most other uses, with no new legal duties.

It also sets duties for providers of general-purpose AI models. Timelines and guidance have been adjusted since adoption, so always check the current official position before advising on deadlines.

ISO/IEC 42001 and putting it together

ISO/IEC 42001:2023 specifies an AI management system (AIMS). It follows the same high-level structure as ISO/IEC 27001, with clauses on context, leadership, planning, support, operation, performance evaluation and improvement, plus annex controls for AI. Organisations can be certified against it, and those already certified to ISO/IEC 27001 can extend existing processes. ISO/IEC 23894 gives related guidance on AI risk management.

ItemTypeBinding?Best used for
NIST AI RMFRisk frameworkVoluntaryStructuring AI risk work and vocabulary
EU AI ActLaw (regulation)Yes, within scopeLegal duties by risk tier
ISO/IEC 42001Management system standardVoluntary, certifiableShowing a repeatable, audited AI governance process

Tip: start with an AI inventory. You cannot govern systems you do not know about, including AI features switched on inside software you already use.

Practice

Name the four core functions of the NIST AI RMF.
Govern, Map, Measure and Manage.
Is the NIST AI RMF legally binding?
No. It is a voluntary framework, unlike the EU AI Act, which is law within its scope.
Why is ISO/IEC 42001 easier to adopt for an organisation already certified to ISO/IEC 27001?
It uses the same management system structure, so existing processes for leadership, risk, audit and improvement can be extended to AI.

Key takeaways

  • AI governance sets who may use AI, for what, and with which safeguards.
  • NIST AI RMF: voluntary, with Govern, Map, Measure and Manage functions.
  • The EU AI Act is law and scales duties to risk, from banned to minimal.
  • ISO/IEC 42001 is a certifiable AI management system standard.
  • Begin with an inventory of AI systems and features in use.
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About the author

Mohamed Fayas

Founder of FM TecHub. CCNA certified, with a BTEC HND in Network Engineering, and BEng (Hons) in Computer Networking and Cloud Security. He writes practical, plain-English guides on networking, security and cloud.

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Original content written by Mohamed Fayas for FM TecHub. © 2026 FM TecHub. You're welcome to share a link to this page; please don't copy the text elsewhere without permission.

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