The operational question
In this illustrative research scenario, a experiment lead uses AI to study reliance on decision support. The workflow draws on scenario prompts and participant observations. Its central risk is a convenient interface encouraging unsupported acceptance. The design question is how to record a study finding for the research review team while preserving the experiment’s defined population and conditions. 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 record a study finding. The experiment lead should see the proposed result beside the relevant parts of scenario prompts and participant observations. Identify which statement is supported by a source, which is an interpretation, and which remains unresolved. Carry the experiment’s defined population and conditions 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. The expected result is an explicit indeterminate or review state instead of a confident guess. Compare that interpretation with the result.
Review checklist
Authority, Purpose, Audience, Source, Timestamp