Own the lifecycle: Before deployment, which conclusion is most | AIGP
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Own the lifecycle: Before deployment, which conclusion is most defensible?

AIGP Understanding How to Govern AI Deployment and Use Hard

In-house development adds lifecycle ownership; the new language group requires targeted testing and residual-risk treatment.

The question

A public agency used a vendor’s benefit-eligibility model, with vendor monitoring and incomplete subgroup documentation. It now builds a similar model in-house and expands review to a new language group. Before deployment, which conclusion is most defensible?

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  1. Own the lifecycle, test the new group, and manage residual risks. ✓
    In-house development creates direct lifecycle responsibility; the expanded population requires targeted impact testing and documented treatment of remaining risks.
  2. Retain the vendor’s monitoring process as the baseline.
    The vendor process may inform planning, but it does not establish internal ownership or evidence for the new language group.
  3. Assign an internal monitoring owner and record the evidence gap.
    This addresses accountability and transparency but does not test impacts on the newly included group or support a deployment decision.
  4. Validate language-group impacts and document residual-risk decisions.
    This addresses the changed population and risk treatment, but omits the additional lifecycle ownership created by in-house development.
The trap
When outsourcing becomes in-house development, reassess both who owns the lifecycle and whether the changed population has adequate evidence.

How to remember it

In-house development adds lifecycle ownership; the new language group requires targeted testing and residual-risk treatment.

How many of these would you get right?

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