A useful AI approval record does not need to become a large policy document. Its purpose is to preserve the decisions that define an approved use case: why it exists, what data it uses, what it may do, who is accountable, and what would cause the organization to review or pause it.
Record the purpose and owner
State the business problem, intended users, accountable business owner, technical owner, and the system or model involved. A use case without a named owner is difficult to govern when conditions change.
Define the approved boundary
Describe permitted inputs, outputs, connected systems, actions, user groups, and environments. Also record prohibited uses so an approval for one workflow is not treated as permission for unrelated activity.
Document consequence and human oversight
Identify whether outputs can affect people, access, money, employment, safety, legal rights, regulated activity, or other higher-consequence outcomes. Define where a qualified person must review, approve, correct, or escalate rather than allowing the AI-enabled process to make a determination outside its authority.
Capture data and security conditions
Record relevant data classifications, access controls, retention expectations, integration permissions, logging, and vendor considerations. Link to specialist assessments when privacy, security, legal, compliance, safety, or other professional review is required.
Set review and pause triggers
Examples include a material model or vendor change, new data sources, expanded permissions, a new affected population, repeated control failures, a significant incident, or use outside the approved boundary.
Keep the record current
Approval is not permanent evidence that a use case remains appropriate. Review the record when the system changes and at a cadence proportionate to its consequence and operating environment.
Related knowledge
Use this guide with AI Incident Escalation, AI Risk Classification, Human Review Models for Automated Decisions, and AI Change Management.
References
This resource supports operational governance. It is not legal, regulatory, clinical, financial, employment, safety, or other professional advice, and it does not replace review by qualified specialists where required.