Document Classification with Claude Code: Logs and Review Trail
A production playbook for document classification in cross-industry operations using Claude Code: logs and review trail, run-scoped inputs, logs, typed results, and artifacts.
Audience: Operations teams routing large file intake
The problem
Operations teams routing large file intake need document classification to run repeatedly against mixed PDFs, emails, attachments, and routing labels. In cross-industry operations, the pain is not one good answer; it is repeatability, auditability, exception handling, and evidence that survives handoff.
Implementation path
Capture the document classification 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 document classification, 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