The truck was ready. Nobody could confirm which lot was cleared.

In this reference scenario, a produce packhouse has introduced a general knowledge assistant. It retrieves procedures quickly and summarises inspection reports. Yet “Can this shipment leave?” depends on the exact lot, its current status, the intended customer and the authorised release decision.

A relevant document is insufficient when the linkage to the physical goods is uncertain. Adding more documents to search would not, on its own, resolve the identity problem.

Our Forward Deployed Engineers would work with procurement, quality, packing and dispatch to follow selected lots from receipt through shipment preparation. The first deliverable would be agreement on the evidence required at each handoff and the person authorised to resolve exceptions.

GS1’s traceability explanation connects product, actor and location identification with recording and sharing information. That is useful grounding for this scenario; it does not establish that a particular shipment meets its quality or destination requirements.

The resolver would ask what “ready” means for the nominated shipment. Packed stock, physically available stock and authorised-to-dispatch stock are different states. An ontology would represent the relationships between supplier, lot, inspection, packing activity and shipment, while approved business policies would define the applicable checks.

Ambiguous lot references should create a clarification task. The system should not silently select the closest match. A newer file should not automatically override an existing hold without the appropriate evidence and authority.

A fixed workflow may be sufficient for straightforward checks. Where investigation branches across several records, a controlled agent could assemble the missing-evidence brief and maintain its progress while the quality team responds. A deep-agent harness would only be justified if those longer investigations outperform the simpler baseline.

The proposed output would identify the affected shipment, the unresolved linkage and the responsible owner. Quality release would remain with the authorised team. The assistant would not infer food safety, substitute for laboratory interpretation or decide that a hold can be ignored to protect a delivery date.

Pilot measures would include time to assemble a release-review packet, unresolved lot-linkage cases, avoidable vehicle waiting and staff effort. Track incorrect clearance recommendations and missed holds separately; an average completion score would obscure them.

Any reduction in delay must be assessed alongside quality controls and the other causes of truck waiting. A sensible first scope is one packhouse, one product family and a limited set of dispatch exceptions. Scale only after the team trusts both the evidence and the handoff.