More rigorous: Given only this constraint, which governance posture is most appropriate for the organization
A stated low tolerance for patient-safety risk in high-impact clinical AI calls for more rigorous, proportionate safety controls and review gates.
The question
A mid-size healthcare provider states an explicitly low tolerance for patient-safety risk and is introducing AI clinical decision support. Given only this constraint, which governance posture is most appropriate for the organization to adopt?
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- A minimal, lightweight governance approach comparable to what a firm using AI only for low-stakes internal scheduling would reasonably apply.Contradicts the constraint; low risk tolerance in clinical care warrants heavier, not lighter, governance.
- Governance intensity set primarily by the organization's employee headcount, scaling controls up or down as the workforce grows or shrinks.Plausible-sounding but wrong driver; risk tolerance and use-case impact, not headcount, should set intensity here.
- Deferring formal governance until after launch, then adding controls reactively only if a patient-safety incident is later reported.Almost right that controls evolve, but deferring oversight for a low-tolerance clinical use is exactly the opposite of proportionate governance.
- More rigorous, safety-oriented controls and review gates proportionate to the high-impact clinical use and the stated low risk tolerance. ✓Correct. Low risk tolerance for a high-impact clinical use calls for stronger, safety-oriented controls.
The trap
Setting governance intensity by organization size or convenience rather than by the stated risk tolerance and use-case impact. How to remember it
A stated low tolerance for patient-safety risk in high-impact clinical AI calls for more rigorous, proportionate safety controls and review gates.
How many of these would you get right?
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