Why read this
Read this when the organisation has AI activity across teams and needs a repeatable governance model rather than a one-off policy document.
Create the governance map
List each AI use case, affected users, data sources, decision authority, supplier dependency, and possible harm. Then assign the business owner, risk owner, technical owner, reviewer, and stop authority. Governance becomes useful when it shows who can approve, correct, pause, and retire a workflow.
Evidence: Australian Government AI in Government Policy, Australian Government essential AI practices
Separate policy from operating evidence
A policy says what the organisation expects. Operating evidence shows the expectation works: evaluations, access reviews, incident records, supplier notices, training records, model-change history, privacy checks, and security findings. Australian buyers should ask for both before expanding AI into sensitive workflows.
Evidence: OAIC artificial intelligence and privacy guidance, Australian Cyber Security Centre guidance
Keep the review cadence alive
AI governance should have dated reviews, threshold checks, escalation paths, and a route for user feedback. Revisit the control set when the workflow changes, a supplier changes capability, new data is connected, or monitoring shows accuracy, fairness, safety, or security drift.
Evidence: Australian Government essential AI practices, Australian Cyber Security Centre guidance
Questions for the buying team
- Which AI workflows are active, planned, blocked, or retired?
- Who owns approval, monitoring, incident response, user communication, and decommissioning?
- What evidence proves the governance process changed a real operating decision?
Local evidence boundary: this guide organises questions and sources. It is not a legal, security, clinical, financial, procurement, or implementation approval.
Sources and further reading
- Australian Government AI in Government Policy standards guidance
- Australian Government essential AI practices standards guidance
- OAIC artificial intelligence and privacy guidance standards guidance
- Australian Cyber Security Centre guidance standards guidance