AI Logistics Solutions
An AI logistics engine that ingests real-time market signals and route specifics to generate instant, defensible FTL freight quotes with ML-driven pricing that adapts to the market.
The Challenge
FTL brokers were quoting from gut feel and last week's rates, leaving margin on the table — or losing the load.
Manual quoting also slowed sales when minutes decided who got the shipment.
Our Solution
We built an AI engine that ingests real-time market signals, considers route specifics and returns a defensible quote in seconds.
Brokers get a live number to negotiate with instead of a guess.
What We Built
- Real-time market signal ingestion and analysis.
- Route optimization for accurate cost modeling.
- Instant FTL quote generation with confidence indicators.
- ML-driven pricing that adapts as market conditions shift.
The Approach — What We Weighed
The core question was how to price freight defensibly — a broker won't trust a number they can't explain to ops or to a customer, so the pricing layer had to be more than a black box.
Options on the table
- A rules-and-lookup engine over historical lane rates — transparent and cheap, but it drifts the moment the market moves and can't read live demand.
- A managed third-party rate API as the single source of price — quick to integrate, but it's a rented number the broker can't tune and pays for per quote.
- An in-house ML model fed by real-time market signals and route specifics — more to build, but the pricing logic and the data are the client's asset.
What we proposed
We built the ML engine in-house, with market-signal ingestion the client owns and confidence indicators surfaced on every quote.
The reasoning was margin discipline and trust — a model that adapts to live conditions protects margin, and an explainable, defensible number is one a broker can actually negotiate against.
Results & Value Delivered
Quotes in seconds
Sales cycles compressed; more loads won.
Better margin discipline
Pricing reflects live market, not last week's gut call.
Defensible numbers
Quotes are explainable to ops and to customers.
Capabilities Used
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