PMAI PM Playbook

AI PM 5-minute review gate

Optional template

Use this in roadmap, design, engineering, legal/security, or launch syncs. It is a fast blocker check, not a full artifact review. If any hard-blocker answer is "no," the decision is hold or do not launch.

Inputs: AI PRD, eval plan, risk register, human review workflow, cost model, observability plan, and launch gate checklist as needed.

Output: proceed, hold until blocker is closed, or do not launch at this stage.

Meeting context

  • Feature:
  • Review type: roadmap / design / engineering / legal / launch
  • Decision needed:
  • Owner:
  • Date:

The 5-minute gate

AreaHard-blocker questionAnswer
ProblemDo we know the user, workflow, and current non-AI alternative?yes/no
AI jobIs the AI task narrow enough to evaluate and explain?yes/no
AutonomyAre autonomy levels mapped by action, including what AI must never do?yes/no
EvalsDo we have a golden set, quality bar, or trace-based error analysis for this stage?yes/no
RiskAre high-severity risks named, owned, and mitigated or explicitly blocking?yes/no
Human reviewAre high-impact or irreversible actions reviewed before they matter?yes/no
RollbackCan AI actions be undone, stopped, or safely escalated?yes/no
CostIs there a cost target or ceiling for the workflow?yes/no
OperationsIs observability defined for quality, cost, latency, and user feedback?yes/no
LaunchIs the requested stage clear: prototype, pilot, limited production, or scale?yes/no

Meeting-specific pressure test

Use the row that matches the meeting.

MeetingOne question that must be answered
RoadmapWhat evidence says this is worth AI instead of a simpler product path?
DesignWhere does the user review, edit, reject, undo, or escalate AI output?
EngineeringWhat are the input/output contracts, tool boundaries, and failure states?
Legal/securityWhat data, permissions, retention, user disclosure, or compliance issue could block launch?
LaunchWhat evidence says this stage is safe, and what would trigger rollback?

Answer

Automatic hold conditions

Hold the decision if any of these are true:

  • The AI task is too broad to evaluate.
  • There is no quality bar for the requested stage.
  • A high-severity risk has no owner.
  • A human is required but the review workflow is undefined.
  • The AI can take an action that cannot be reviewed, stopped, or rolled back.
  • Data permissioning, legal, security, or compliance review is unclear.
  • Cost can grow without a ceiling or alert.
  • No one owns post-launch monitoring.

Decision

  • Proceed: evidence is sufficient for the requested stage.
  • Hold until blocker is closed: blocker is specific, assigned, and reversible.
  • Do not launch at this stage: risk, eval, review, compliance, cost, or operations gaps are too large.

Blocker or evidence that mattered most:

Owner

Reversal condition

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