The operational question
In this illustrative guarded scenario, a case reviewer uses AI to compare a prior decision with a new case. The workflow draws on the precedent receipt and current scenario evidence. Its central risk is similar wording hiding a material difference in authority. The design question is how to apply or reject a precedent for the current decision owner while preserving the facts that made the earlier decision valid. This is a proposed evaluation scenario, not a report of an Archetypal customer deployment or a demonstrated operational outcome.
Preserve source provenance
An answer becomes reviewable when its relationship to the underlying evidence remains visible. Keep the source identifier, relevant time, permitted use, and transformation history attached to the information that matters for the decision. Distinguish a direct observation from a report about an observation, and distinguish both from the model’s own interpretation. These distinctions should survive summarization. Do not ask a citation to establish more than its source can support. A source may confirm that a report was written without confirming that the reported event occurred. A reference may be current while the underlying observation is old. Reviewers need enough context to identify those differences.
Put the control in the workflow
Place this review immediately before the team can apply or reject a precedent. The case reviewer should see the proposed result beside the relevant parts of the precedent receipt and current scenario evidence. Identify which statement is supported by a source, which is an interpretation, and which remains unresolved. Carry the facts that made the earlier decision valid 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 source is replaced with an older but similarly worded record. The expected result is a visible freshness difference and a review of whether the evidence still applies. Run the case using a fixed version of the scenario and the policy under review. Ask an independent reviewer to identify the decisive fact before seeing the system’s disposition. Compare that interpretation with the result.