Define acceptance criteria for severe residual risks | AIGP
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Define acceptance criteria for severe residual risks: What is the strongest conclusion?

AIGP Understanding How to Govern AI Development Hard

Severe plausible harms and incomplete evidence require predefined acceptance criteria before release.

The question

A media company’s content-generation tool has low observed rates of ordinary errors, but a plausible failure could amplify false breaking-news claims. Testing is incomplete, the business wants immediate release, and no documented threshold defines acceptable residual information-integrity risk. What is the strongest conclusion?

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  1. Delay all deployment until every possible failure is eliminated.
    Risk governance requires proportionate treatment and acceptance decisions, not an unsupported expectation that every possible failure disappear.
  2. Let the product sponsor accept risk using the current test summary.
    A sponsor may have a role, but current evidence and absent criteria cannot support a disciplined residual-risk acceptance decision.
  3. Define acceptance criteria for severe residual risks before release. ✓
    Incomplete testing and severe plausible consequences require explicit acceptance criteria before an accountable release decision can be made.
  4. Release because observed ordinary errors remain infrequent.
    Ordinary error frequency does not establish acceptability for a different, severe information-integrity failure mode.
The trap
A low general error rate does not answer whether a severe specific failure is acceptable.

How to remember it

Severe plausible harms and incomplete evidence require predefined acceptance criteria before release.

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