The operational question
In this illustrative deployment scenario, a change coordinator uses AI to prepare a configuration impact assessment. The workflow draws on approved Guarded settings and change proposals. Its central risk is a monitoring dependency being omitted from the review packet. The design question is how to submit a change recommendation for the configuration review authority while preserving the configuration that was actually evaluated. This is a proposed evaluation scenario, not a report of an Archetypal customer deployment or a demonstrated operational outcome.
Make uncertainty actionable
Uncertainty is useful when it changes the next step rather than merely qualifying the prose. Identify what is unknown, why it matters, and what evidence could resolve it. Separate uncertainty in the source, uncertainty in interpretation, and uncertainty about policy applicability. Each may require a different response. An indeterminate outcome should have a defined owner and a path to clarification. Do not compress every kind of uncertainty into one confidence number. A model can sound confident while missing an essential source or misreading an exception. Describe the specific gap in terms the reviewer can act on, and preserve it if the result is summarized or transferred to another system.
Put the control in the workflow
Place this review immediately before the team can submit a change recommendation. The change coordinator should see the proposed result beside the relevant parts of approved Guarded settings and change proposals. Identify which statement is supported by a source, which is an interpretation, and which remains unresolved. Carry the configuration that was actually evaluated into the decision record rather than relying on a reviewer to remember it from another screen. If the evidence does not establish the condition required for release, route the case to its owner with a concrete question. The interface should make the missing fact discoverable and the next action clear.
A test that can change the design
A decisive input is removed from the scenario.
Review checklist
Authority