Automation · 16 July 2026 · 7 min read
What AI is genuinely good at when reading carrier contracts
Contract reading is the least glamorous automation in freight and possibly the highest return. Here's where it works and where a human still needs to look.
Carrier contracts are semi-structured at best. The same charge can appear as a line item, a footnote or an appendix, and the format changes between amendments. This is exactly the kind of messy pattern-matching that machine reading handles well.
In practice, automated extraction is reliable for lane pairs, equipment types, base rates, named surcharges and validity dates. That covers the overwhelming majority of what a pricing team needs to key in manually today.
Where a human should still review: unusual commercial conditions, volume commitments with tiered consequences, and anything written in prose rather than a table. Our approach is to extract everything, then flag low-confidence fields for a quick human check rather than pretending the machine is infallible.
The result isn't a robot pricing desk. It's a pricing desk that spends its week negotiating instead of transcribing.
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