Review a compact APMG AI Project Governance Framework Practitioner cheat sheet for case reading, accountability, lifecycle gates, missing controls, assurance evidence, and vendor risk before PM Mastery practice.
Use this AIPGF Practitioner cheat sheet when you already recognize the governance vocabulary and need stronger case judgment. Practitioner questions usually hide the answer in facts about missing evidence, unclear accountability, weak controls, vendor changes, human-review gaps, or readiness to scale.
| Item | AIPGF Practitioner cue |
|---|---|
| Provider | APMG International |
| Exam | AI Project Governance Framework (AIPGF) Practitioner |
| Format focus | 40 scenario-oriented questions in 120 minutes |
| Practice behavior | read the case facts, identify the control failure or evidence gap, then choose the most proportionate governance action |
| PM Mastery status | live practice available |
| Area | What to find in the case | Common trap |
|---|---|---|
| Decision authority | who can approve, pause, escalate, release, or accept residual risk | choosing a strong-sounding action without checking authority |
| Missing evidence | approvals, risk assessment, testing, human review, vendor assurance, and release records | treating an undocumented control as if it exists |
| Lifecycle stage | initiation, design, build, pilot, release, operation, monitoring, or improvement | applying production controls to early discovery or pilot logic to production use |
| Responsible AI risk | privacy, bias, transparency, explainability, safety, security, and stakeholder impact | stating values but not requiring a concrete action |
| Vendor and third-party risk | data handling, service changes, incident handling, transparency, and contractual controls | assuming vendor assurances are enough without project evidence |
| Human review | trigger, reviewer skill, authority, record, and sign-off | saying “human judgment” without defining the review process |
| Assurance and metrics | measures, thresholds, incidents, lessons, and control improvement | reporting positive activity metrics while trust or control failures remain unresolved |
Before reading answer choices, state three things: the failure pattern, the accountable role or decision body, and the evidence needed next. If your misses cluster around “strict but wrong” answers, practice identifying proportional responses: pause, remediate, re-review, escalate, monitor, or scale only when the evidence supports it.