AI Automation/Logistics & Supply Chain

Automate Carrier Selection for Your Logistics Firm

AI systems automate carrier selection by parsing rate sheets and querying carrier APIs in parallel. These systems rank options by cost, transit time, and reliability based on your business rules.

By Parker Gawne, Founder at Syntora|Updated Mar 12, 2026

Key Takeaways

  • AI systems automate carrier selection by querying multiple carrier APIs and parsing rate sheets simultaneously.
  • Custom logic ranks carriers by cost, transit time, and your specific business rules, not just the cheapest rate.
  • Syntora builds Python-based rating engines that integrate directly with your existing workflow.
  • A typical system can return quotes from 10 carriers in under 15 seconds.

Syntora builds custom AI rating engines for small logistics firms to automate carrier selection. A Syntora system connects to carrier APIs and parses PDF rate sheets, reducing quoting time from 30 minutes to under 15 seconds. Syntora uses Python and FastAPI to deliver a reliable solution hosted on AWS Lambda.

The project's complexity depends on your mix of carriers. A firm whose top carriers offer modern REST APIs can have a system built faster than one relying on emailed PDF rate sheets or manual web portal logins. Each non-API source requires a custom data extraction layer, which adds to the build timeline.

The Problem

Why Do Small Logistics Firms Quote Carriers Manually?

Many small logistics firms use their TMS, like MercuryGate or AscendTMS, for rating. These platforms work well for standard freight on major lanes but often lack connections to smaller, regional LTL carriers that offer better rates or service in specific areas. The TMS becomes a system of record, but the actual quoting work happens outside of it.

Consider a 10-person brokerage quoting a spot LTL shipment. The TMS returns no options. A broker then spends the next 30 minutes logging into three separate carrier web portals, re-typing the exact same shipment details each time. They copy-paste the results into a spreadsheet, add their margin, and email the best option to the customer. This manual process is slow and prone to data entry errors that cause expensive re-bills later.

Even dedicated rating tools like DAT RateView provide market averages, not real-time, bookable quotes. They are a reference point, not a transactional tool. The core problem is that off-the-shelf software is built for the 80% of common carriers and cannot adapt to the unique carrier mix that gives a small firm its competitive edge. Their data models are fixed, preventing you from adding the specific business logic your operation runs on.

Our Approach

How Syntora Builds a Custom AI Rating Engine

The first step is a carrier audit. We would map your top 10-15 carriers and document how each provides rate information. Some have modern APIs, some email PDF or Excel rate sheets, and others require logging into a web portal. This audit produces a concrete integration plan and a firm timeline for the build.

The technical approach would use a FastAPI service as the central rating engine. For carriers with APIs, Python's `httpx` library handles parallel, asynchronous calls efficiently. For emailed rate sheets, a Claude API pipeline would parse the documents and extract structured data into a Supabase database. We've used this same pattern to process unstructured financial documents. A headless browser library like Playwright would handle carriers that only have a web portal. The entire system can process 10 carriers in under 15 seconds.

The delivered system is a simple API that your team can access from a web form or even a Google Sheet. Your brokers enter shipment details once to see a sorted list of all available carrier options. The service runs on AWS Lambda, keeping hosting costs under $50/month. The build takes approximately 4-6 weeks from discovery to handoff.

Manual Carrier QuotingAutomated Rating with Syntora
Time to Quote One Shipment30-45 minutes
Data Re-entry Errors1-2 errors per 10 quotes
Labor Cost per Quote~$20 based on loaded broker time

Why It Matters

Key Benefits

01

One Engineer, No Handoffs

The person you speak with on the discovery call is the engineer who writes every line of code. No project managers, no communication gaps.

02

You Own All The Code

You receive the full Python source code in your own GitHub repository, along with a runbook for maintenance. There is no vendor lock-in.

03

A Realistic Timeline

A typical rating engine integrating 10-15 carriers takes 4-6 weeks to build and deploy. We confirm the timeline after the initial carrier audit.

04

Simple Post-Launch Support

Syntora offers an optional flat-rate monthly plan that covers system monitoring, bug fixes, and updates when carriers change their formats.

05

Built for Your Business Rules

The system incorporates your specific logic, like preferring a carrier on a certain lane due to reliability, not just the lowest price.

How We Deliver

The Process

01

Discovery Call

A 30-minute call to discuss your current quoting process and carrier mix. You receive a detailed scope document within 48 hours outlining the technical approach and timeline.

02

Carrier Audit and Architecture

You provide access to carrier portals or sample rate sheets. Syntora maps the integration strategy for each carrier and presents the final architecture for your approval before building.

03

Build and Weekly Demos

Syntora provides weekly updates with live demonstrations of the software. You see the first carriers integrated by week two and provide feedback throughout the build cycle.

04

Handoff and Support

You receive the complete source code, deployment scripts, and a maintenance runbook. Syntora monitors the live system for 4 weeks post-launch, with optional ongoing support available.

The Syntora Advantage

Not all AI partners are built the same.

AI Audit First

Other Agencies

Assessment phase is often skipped or abbreviated

Syntora

Syntora

We assess your business before we build anything

Private AI

Other Agencies

Typically built on shared, third-party platforms

Syntora

Syntora

Fully private systems. Your data never leaves your environment

Your Tools

Other Agencies

May require new software purchases or migrations

Syntora

Syntora

Zero disruption to your existing tools and workflows

Team Training

Other Agencies

Training and ongoing support are usually extra

Syntora

Syntora

Full training included. Your team hits the ground running from day one

Ownership

Other Agencies

Code and data often stay on the vendor's platform

Syntora

Syntora

You own everything we build. The systems, the data, all of it. No lock-in

Get Started

Ready to Automate Your Logistics & Supply Chain Operations?

Book a call to discuss how we can implement ai automation for your logistics & supply chain business.

FAQ

Everything You're Thinking. Answered.

01

What determines the price of a custom rating engine?

02

How long does a project like this take?

03

What happens when a carrier changes their API or rate sheet format?

04

Our TMS provider says they are adding more carriers. Why build a custom tool?

05

Why hire Syntora instead of a larger development agency?

06

What do we need to provide to get started?