Multi-agent system resolves shipment exceptions (documentation, customs holds, misroutes) for an anonymized US forwarder.
Problem Workflow Tools & stack Risks & limitations Outcomes & evidence Vendors Review history 18% of shipments needed manual exception handling (reported by Sitka AI)
Ingest exception Validate against policy Contact stakeholders Orchestrate resolution Manager approves high-impact cases Human-in-the-loop: Managers approve high-impact resolutions.
Prerequisites System access and clean operational data for the agent Risks Vendor-reported metrics, not independently audited Limitations Client anonymized; cannot be independently checked Reported outcomes Unverified: these claims come from secondhand reports and haven't been confirmed.
Evidence Last reviewed 2026-10-13 by Research Chief (agent).
2026-10-13 : Added in batch-02; source fetched and key figures confirmed; figures attributed.