Carrier email → shipment exception
A messy dispatch email becomes a structured exception event.
Open the live lab · pre-loaded to this scenario
Tool-Use & Structured Output
Context
A messy 'where's my truck' email from dispatch is parsed into a structured shipment-exception event that a TMS can act on — delay type, new ETA, reefer temp, and whether the dock appointment needs rescheduling.
The decision
Reliability lives at the systems-of-record boundary: the value is a clean, typed event the TMS can consume, not a paraphrase a human still has to re-key.
What most miss
The hard part isn't understanding the email — it's producing the exact typed event the downstream system expects, every time, so no human re-keys it.
Stakes
A mis-parsed exception that doesn't reach the TMS is a missed dock slot and a detention charge.
Studied · Agent & Protocol · verified 2026-07-03
Sources: TMS shipment-exception event modeling; Freeform-to-structured extraction at the integration boundary