Field notes from the freight floor

Why freight still runs on inboxes — and how deterministic LLMs change the equation

High-volume logistics doesn’t lose loads to cheaper competitors; it loses them to 20 minutes spent reading messy customer emails and rate cons while someone else covers the truck. A teardown of how autonomous parsing bridges messy text directly into structured TMS loads without human hallucinations.

Extraction latency

1.8 sec

F1 accuracy score

99.8%

Manual keystrokes

-92%