Could another reviewer reconstruct the decision? An evaluation brief for field logistics.
Could another reviewer reconstruct the decision?
A useful evidence record explains what happened and why it mattered. It should support review without forcing the next person to reconstruct the entire workflow from disconnected logs. A logistics team wants to use AI to reconcile supply reports and identify questions that require a planner's attention. Connectivity can be intermittent, quantities can change quickly, and similar item descriptions can refer to different requirements.
A practical starting point
For this evaluation, reconstruct a closed case using only the retained evidence and list every assumption still required. Connect the original input, generated response, relevant sources, applicable policy, review action, and outcome. Retain version and time information where they affect interpretation. Preserve uncertainty and unsuccessful investigations as part of the record. The immediate concern is whether an estimate or delayed update is mistaken for a confirmed inventory position. The review should make that possibility testable, rather than relying on the apparent fluency or completeness of the output.
Examine the boundary
Introduce a delayed report, a duplicated line item, and a contradictory quantity while keeping the planning question unchanged. Ask a reviewer who did not participate in the original workflow to follow the evidence trail. Identify which claims can be checked, which depend on an inaccessible source, and which lack an accountable decision. Use those gaps to improve the record's structure. Bring the logistics planner and the custodian of the source system into the review when the finding affects an operational or institutional decision. Their role is to connect the evidence with the authority needed to act on it.
Keep the evidence connected
Use a reconciliation record linking each proposed discrepancy to its source report, observation time, and responsible planner. Record the observation, source identifiers, relevant excerpts, policy version, decision authority, reasoning, and resulting action. A later reviewer should be able to see the original question, the observations that mattered, and the point at which the team moved from investigation to a decision. Preserve contradictions and unresolved questions alongside the outcome.
From evaluation to use
Evaluate whether the workflow reduces unresolved questions without concealing their uncertainty. The operating team needs a clear way to revisit a recommendation when new information arrives. A large log is not necessarily an adequate evidence package. Completeness depends on whether the record supports the specific decision and its stated conditions. The practical next step is a bounded review with an identified owner, a stated question, and an evidence package that supports the decision.
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