Logistics: Freight Exception Review with Claude Code: Logs and Review Trail
A production playbook for freight exception review in logistics operations using Claude Code: logs and review trail, run-scoped inputs, logs, typed results, and artifacts.
Audience: Logistics operations teams
The problem
Logistics operations teams need freight exception review to run repeatedly against tracking events, bills of lading, invoices, carrier notes, and exception policies. In logistics operations, the pain is not one good answer; it is repeatability, auditability, exception handling, and evidence that survives handoff.
Implementation path
Capture the freight exception review run as product telemetry: input manifest, tool calls, model output, result validation, artifact upload, and terminal status.
Tradeoffs and failure modes
More observability means more storage and retention policy, but support stops depending on screenshots of agent chats. For freight exception review, the practical test is whether a second run can be debugged, retried, and consumed by a product without reading the raw agent transcript.
Review checklist
- input manifest captured
- tool calls retained
- terminal status recorded
- result JSON validated
- artifacts linked
- exceptions separated from final answer
Run this on Argo