Two artifacts, two purposes
NIST's AI RMF (published January 2023, with a generative AI profile added later) is a framework in the classic NIST sense: shared vocabulary, risk functions, and suggested actions an organization tailors to its context. Nobody certifies you against it; you self-attest alignment. ISO 42001 is written in requirement language ("shall"), audited under the same accreditation machinery as ISO 27001, and produces a certificate a customer can verify. That difference in provability, more than any difference in substance, decides which one appears in contracts.
How the content maps
- Govern aligns with ISO 42001's leadership, policy, roles, and planning clauses.
- Map aligns with context, AI system inventory, and risk and impact identification.
- Measure aligns with performance evaluation, monitoring, and the measurement of AI system behavior.
- Manage aligns with risk treatment, operational lifecycle controls, and improvement.
Trustworthiness themes (fairness, transparency, safety, security, accountability, privacy) run through both. An organization that has honestly implemented one has done most of the intellectual work for the other; the remaining gap is evidence discipline and audit-facing documentation on the ISO side.
Choosing in practice
- Need to prove governance to customers or regulators: ISO 42001; frameworks cannot be certified and self-attestation is losing weight in vendor reviews.
- Building internal AI governance from zero with no external pressure yet: NIST AI RMF is a free, well-structured starting point; you can harden it into a certifiable AIMS later.
- US public sector orbit: lead with NIST alignment, keep ISO 42001 in reserve for commercial customers.
- Enterprise AI vendor: the questionnaires are already choosing for you, and they say ISO 42001.
The one-system answer
Build a single AI governance system: one AI inventory, one risk and impact process, one control set, one monitoring loop. Express it through NIST vocabulary for the audiences that ask in NIST, and certify it under ISO 42001 for the audiences that need proof. Duplicate frameworks are a tax; a single well-run system pays both currencies.