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AI Risk Register Template

~10 min read

Estimated time: ~10 min read — for the in-app brief plus opening the primary source.

What this is

A lightweight register structure: use case, data classes, stakeholders, failure modes, controls, residual risk, owner, review date.

A lightweight register structure: use case, data classes, stakeholders, failure modes, controls, residual risk, owner, review date.

  • Fields to capture: name, description, owner, tier, data types, model/vendor, human oversight level, top 3 failure modes, controls, KRIs, last review.
  • Start with the top 10 use cases by impact, not a multi-year inventory project.
  • Review cadence: quarterly for Tier 2+, on change for model or vendor major updates.
  • Link incidents back to register entries to learn.

Next action: If AI is not in the risk system, it is invisible until incident time. This template plugs into existing operational risk practice.

Deep dive

Fields to capture: name, description, owner, tier, data types, model/vendor, human oversight level, top 3 failure modes, controls, KRIs, last review.

Start with the top 10 use cases by impact, not a multi-year inventory project.

Review cadence: quarterly for Tier 2+, on change for model or vendor major updates.

Link incidents back to register entries to learn.

Related weekly lessons

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