What is the key point?
An effective AI risk register links each risk to a specific AI system, evidence, control, owner, action and review date. It should support decisions and escalation rather than becoming a static list of generic concerns.
Why most risk registers go stale
They are created as a compliance deliverable, owned by no one in particular, and reviewed only when an audit requires it. The fix is not a better template. It is a different ownership model.
Feature one: a named owner per AI system
Each row should map to a named person, not a team. That person reviews the entry when the system changes, when an incident occurs, or on the quarterly review date. Without a name, it belongs to everyone and therefore nobody.
Feature two: triggered reviews, not just scheduled ones
A quarterly review is a baseline. But registers should also update when a vendor changes its model, when you deploy in a new context, or when regulation changes. Write those triggers into the register itself.
Feature three: short entries, not comprehensive ones
A risk entry that takes 20 minutes to update will not get updated. Describe the risk in one sentence, the control in one sentence, the status in one line. Link to more detail if needed.
AI Act Ready builds a working risk register as part of every readiness scan, structured to stay current rather than to satisfy a one-time audit.
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Frequently asked questions
What should an AI risk register contain?
Record the AI system, risk scenario, affected people or objectives, likelihood and impact rationale, existing controls, evidence, owner, treatment action and next review date.
How is an AI risk register different from an AI inventory?
The inventory records what AI exists and how it is used. The risk register records what could go wrong, how that risk is controlled and who must act.
How often should AI risks be reviewed?
Review on a defined cadence and whenever the use case, model, supplier, data, affected population or regulatory classification materially changes.
Recommended next step
Use the relevant guide to deepen your understanding, or move straight to a practical assessment.