High-Risk AI Use-Case Narrative Worksheet | PlanckCyber

AI Agents & Governance · Updated August 8, 2026

By PlanckCyber

High-Risk AI Use-Case Narrative Worksheet

A structured narrative for harm, authority, evidence and review.

How to use this resource

Do not use a score alone. Write the narrative, identify affected people and name the authority for every material action.

Important: PlanckCyber does not provide legal or regulatory approval through this worksheet.

Audience

Sponsors, legal, privacy, security, risk, product and operating owners

When to use it

A use case could materially affect people, rights, access, safety, finance, employment or regulated decisions.

Objective

Describe the real operating risk before architecture or approval.

Use-case narrative

  • Who is affected
  • What decision or action occurs
  • What data is used
  • What benefit is expected
  • What harm could occur
  • What existing process it changes

Authority and human control

  • Who can approve the action
  • What the system may recommend
  • What the system may execute
  • What always requires human review
  • How a person can challenge or appeal

Evidence and testing

  • Representative groups and cases
  • Performance measures
  • Known limitations
  • Bias / disparate-impact review
  • Error containment and reversal
  • Independent review required

Data and transparency

  • Legal / contractual basis
  • Notice and explanation
  • Retention and access
  • Third parties and subprocessors
  • Records and audit

Decision

  • Risk owner
  • Required reviewers
  • Conditions
  • Prohibited uses
  • Decision and date

Start with the problem

Have a problem AI might solve?

You do not need a specification. Tell us what you are trying to improve.