AI copilot · Freight logistics platform
A fine-tuned quoting copilot that ops teams actually trust.
Time to quote
−92%
Same-day win rate
+22%
Ops headcount saved
3.5 FTE
The problem
Operators were spending 60–90 minutes per tender parsing PDFs, cross-referencing lane data, and drafting quotes by hand. Response times were bleeding deals to faster competitors.
What we did
- 01
Fine-tuned a mid-sized model on three years of tender / quote pairs and lane pricing history.
- 02
Built a retrieval layer over live rate cards, contract terms, and equipment availability.
- 03
Shipped an inline UI that drafts the quote, cites its sources, and flags every assumption.
The outcome
78% of quotes now go out in under a minute with human sign-off, and win rate on same-day tenders is up 22%.
Have a similar problem?
We'll tell you honestly whether we're the right team — and what a sensible first step looks like.