Agents connected to the TMS and to the mailbox read incoming documents, extract the useful data, flag discrepancies and propose a planning arbitration that operations validate. Incidents are qualified automatically and land in the same dashboard. The TMS is neither replaced nor bypassed, with model usage and hosting costs assessed during the audit.
Deliverablesautomations in production, an operations dashboard, logs, documentation, source code handed over.