AI Automation/Logistics & Supply Chain

Custom AI Route Planning for Regional Trucking

Syntora builds custom AI route planning systems for regional trucking businesses. These systems integrate directly with your Transportation Management System (TMS) and ELD provider.

By Parker Gawne, Founder at Syntora|Updated Mar 29, 2026

Key Takeaways

  • Syntora is an AI automation agency that builds custom route planning systems for regional trucking businesses.
  • Off-the-shelf routing software often fails to incorporate real-time Hours-of-Service data or company-specific business rules.
  • A custom system integrates directly with your TMS and ELD APIs to generate optimal, compliant routes automatically.
  • Syntora delivers a complete Python-based solution in 4-6 weeks, and you own all the source code.

Syntora builds custom AI route planning systems for regional trucking businesses to automate dispatch. The system integrates TMS and ELD data to generate HOS-compliant routes in under 2 seconds. Syntora delivers the full Python source code and deploys on the client's cloud infrastructure.

The project's complexity depends on the number of data sources and the uniqueness of your business rules. A fleet with a modern TMS with API access and a standard ELD provider is a 4-week build. A company using an older, on-premise TMS and needing to factor in complex rules like cargo temperature constraints would require a 6-week engagement.

The Problem

Why Do Regional Trucking Dispatchers Still Plan Routes Manually?

Most regional carriers rely on the routing features within their fleet management platform, like Samsara or Motive. These tools are excellent for GPS tracking and basic dispatch but treat route planning as a generic feature. They cannot incorporate your company’s specific operational rules, such as prioritizing a high-value client's delivery window over minimizing mileage for a specific run. The routes are standard shortest-path calculations, not truly optimized for your business.

Consider a 15-truck carrier that gets a last-minute pickup request. The dispatcher checks the TMS for the load details, then switches to the Samsara dashboard to find the nearest driver. They must then mentally calculate or check a separate system for that driver's available Hours-of-Service (HOS). Finally, they manually input the new stop into the routing tool, which might disrupt the driver's entire schedule. The process takes 20 minutes of skilled labor and creates a high risk of error or HOS violation.

This manual gap exists because off-the-shelf fleet management tools are closed platforms. They are not designed to ingest real-time constraints from other systems or apply custom logic. Their architecture is built for mass-market scale, meaning they cannot accommodate a rule like 'Reefers must avoid routes with an ambient temperature above 90°F for more than 60 minutes'. You are forced to build manual processes on top of expensive software to handle the exceptions that define your business.

Our Approach

How Syntora Builds a Custom Route Planning Engine for Your Fleet

The first step is a data systems audit. Syntora would map your entire dispatch workflow, starting with how loads enter your TMS and how HOS data is recorded by your ELD provider. We would analyze API documentation for each system to establish reliable, real-time data connections. This initial 3-day audit confirms the technical feasibility and produces a detailed project plan for your approval before any code is written.

The core of the system would be a FastAPI service deployed on AWS Lambda. This service listens for new load events from your TMS. Upon receiving a request, it pulls the latest HOS data for all available drivers from your ELD's API. Using Google's OR-Tools library, the service solves the Vehicle Routing Problem, factoring in over 10 constraints like HOS limits, delivery windows, truck capacity, and even live traffic data. The entire calculation for a 50-stop plan completes in under 1,500 milliseconds.

The delivered system is a secure API that your dispatchers can interact with through a simple web interface or that can be triggered automatically by your TMS. The optimized route manifest is pushed directly to the driver's device and updated in the TMS, closing the loop. You receive the full Python source code, a runbook for maintenance, and a system that runs for under $50 per month in cloud hosting fees.

Manual Dispatch ProcessAutomated with a Custom System
15-25 minutes to manually re-route one truck for a new loadNew routes for the entire affected fleet generated in under 5 seconds
High risk of HOS violations due to manual checks across systemsHOS rules from ELD data are a hard constraint; 0% violation risk
Routes optimized by dispatcher's intuition, not real-time dataRoutes optimized across 10+ variables including fuel, traffic, and client windows

Why It Matters

Key Benefits

01

One Engineer, Direct Communication

The person you speak with on the discovery call is the same engineer who architects the system and writes every line of code. No project managers, no handoffs.

02

You Own All The Code

The complete Python source code and deployment configuration are delivered to your GitHub account. There is no vendor lock-in or proprietary platform.

03

A Realistic 4-6 Week Timeline

A typical custom routing engine is designed, built, and deployed in 4 to 6 weeks. The timeline depends on the quality of your TMS and ELD provider's APIs.

04

Clear Post-Launch Support

After handoff, Syntora offers an optional flat-rate monthly retainer for monitoring, maintenance, and updates. You always know who to call if a provider changes their API.

05

Logistics-Specific Expertise

Syntora understands the critical nature of HOS rules, TMS data structures, and the operational realities of a dispatch floor. The solution is built for your world.

How We Deliver

The Process

01

Discovery and System Audit

A 45-minute call to understand your fleet, existing software (TMS, ELD), and key business rules. You receive a scope document detailing the proposed API integrations and project plan.

02

Architecture and Scoping

Syntora designs the technical architecture and presents it for your approval. You provide read-only API access to your systems, and we agree on the exact logic and constraints before the build.

03

Build and Weekly Check-ins

Development begins with weekly progress updates. You see a working prototype by the end of the second week to provide feedback on the route outputs and logic.

04

Handoff and Documentation

You receive the full source code in your GitHub repository, a detailed runbook for operations, and deployment to your cloud account. Syntora provides 4 weeks of post-launch monitoring.

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

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FAQ

Everything You're Thinking. Answered.

01

What determines the price of a custom route planning system?

02

How long does this take to build?

03

What happens after the system is handed off?

04

How do you ensure the routes are compliant with Hours-of-Service (HOS) rules?

05

Why not just hire a freelancer or a larger development agency?

06

What do we need to provide to get started?