ISO 42001 Requirements: An Engineer's Overview
ISO 42001 is a management system standard, not a coding standard. Here is what it actually asks engineering teams to implement.
ISO/IEC 42001 defines requirements for an AI management system — the organizational scaffolding around every AI system you ship. For engineers, four themes matter.
1. AI impact assessments
Every system in scope needs a documented assessment: intended purpose, affected users, foreseeable misuse, and residual risk. Refresh on material change.
2. Data governance
Lineage, representativeness, and quality controls for training and evaluation data. "We used this dataset" is not enough; the process for choosing and validating it must be traceable.
3. Monitoring and evaluation
Documented thresholds for performance, bias, and robustness, with escalation paths when they are breached. This is the requirement that most often exposes an evidence gap.
4. Human oversight
Not a policy PDF. A concrete design — what the human sees, what they can override, how their overrides are captured.
Wire these into the system as artifacts (queries, dashboards, logs), not documents.