How does the engine scale to millions of routes?

Hierarchical solver design plus per-region clusters scale linearly. Our largest production deployment processes over 4 million routing decisions daily.

Can the engine respect HOS regulations?

Yes. ELD integration and HOS-aware constraints are built in for North American long-haul operations.

Transportation / Dynamic Logistics Routing Engine

Dynamic Logistics Routing Engine

Q: Do we have to replace our existing TMS?

No. We routinely sit alongside Manhattan, Blue Yonder, or in-house TMSes as the real-time optimization layer.

We engineer real-time routing engines that optimize fleets across time, fuel, emissions, and service-level constraints — at scales that legacy TMSes simply can't keep up with.

Talk to a Solution Engineer View Case Studies

20%

Reduction in delivery times

12%

Lower fuel consumption

Millions

Routes optimized daily per cluster

Trusted by global innovators

Industry Overview

Dynamic Logistics Routing Engine: Engineered End-to-End

Static routing built into legacy TMS platforms can't react to traffic, weather, or last-minute order changes. We build dynamic routing engines designed for the operational pace modern logistics actually runs at.

Industry Challenges

What Stops Most Teams From Solving This Today

Common friction points we hear from transportation teams scoping this kind of platform.

Static Routes: Pre-planned routes can't react to traffic, weather, or ad-hoc orders.
Optimization at Toy Scale: Many routing engines collapse beyond a few hundred stops.
Driver Experience: Drivers ignore tools that don't respect real-world delivery constraints.
Sustainability Pressure: Emissions targets demand routing decisions that explicitly model carbon.

Our Approach

Our Engineering Approach

We engineer for the operational reality — not the demo.

Real-Time Re-Optimization

Continuous re-optimization respects in-flight traffic, weather, and order changes.

Multi-Objective Solver

Optimize jointly for time, fuel, emissions, and service-level constraints.

Driver-First UX

Routing decisions land in driver apps designed for one-handed, high-speed use.

Capabilities

Production-grade features the platform ships with from day one.

Real-Time Routing

Continuous re-optimization across millions of routes daily.

Multi-Objective Optimization

Time, fuel, emissions, and SLA constraints jointly optimized.

Live Traffic & Weather

Live HERE, Google, and weather feeds integrated into routing decisions.

Driver Mobile App

Turn-by-turn nav, proof of delivery, and exception handling in one app.

ELD & Telematics

Direct integration with ELD providers and telematics platforms.

Customer ETAs

Sub-30-minute window ETAs shared with customers via SMS, email, or webhook.

Carbon Reporting

Per-route carbon attribution with offset and reduction strategies.

Dispatcher Console

Live fleet view, exception workflows, and ad-hoc rerouting.

How It Works

Reference Architecture

How data and decisions flow end-to-end.

Order Intake

Orders flow in from TMS, OMS, or direct customer APIs.

Solver Layer

Constraint solver computes routes across the active fleet.

Re-Optimization Loop

Continuous solver re-runs as traffic, orders, and exceptions change.

Driver Layer

Mobile app delivers route updates and captures completion signals.

Insights & Settlement

Per-route analytics feed dispatcher console and back-office settlement.

Engineering Stack

Technology Stack

A pragmatic stack chosen for reliability, speed, and ease of operation.

Optimization

OR-ToolsPyomoGurobiCustom heuristics

Routing & Maps

HEREGoogle MapsOSRMMapbox

Backend

GoRustPythonPostgreSQLRedis

Apps

React NativeNext.jsTailwind

Telematics

GeotabSamsaraVerizon Connect

Infra

KubernetesCloudflareVault

Measured Impact

Quantified outcomes from production deployments.

20%

Faster delivery times

12%

Lower fuel consumption

Millions

Daily route optimizations

<30 min

Customer ETA windows

National Delivery Fleet Optimization

A national delivery fleet was running on a static-route TMS that couldn't react to peak-day order surges. We replaced it with a real-time routing engine in seven months.

Average delivery times dropped 20%, fuel consumption fell 12%, and customer-facing ETAs tightened from two-hour to 30-minute windows — driving measurable lift in customer satisfaction scores.

Case Study

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

Last-Mile Delivery

High-density last-mile routing with tight customer time windows.

LTL & Regional Freight

Less-than-truckload routing with multi-stop optimization.

Long-Haul Optimization

Cross-country routing respecting HOS, fuel, and load constraints.

Field Service Dispatch

Service technician dispatch with skill, parts, and priority constraints.

Returns & Reverse Logistics

Returns and pickup routing integrated with outbound deliveries.

Cold Chain Routing

Temperature and time-sensitive routing for perishables and pharma.

Integrations

Integrates With Your Existing Stack

We connect to the systems your teams already know.

Telematics

GeotabSamsaraVerizon Connect

Visibility

Project44

TMS

Manhattan TMS

Service

Salesforce Service

Compliance-First Development Services Backed by Global Standards

We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

General Data Protection Regulation

Implement lawful consent flows, data minimization, and secure processing for global data privacy.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

Our Edge

Why Global Leaders Choose Us

We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

Enterprise-Grade Security

We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

High-Performance Scaling

Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

Embedded AI Integration

Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

Engagement Model

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Scoping

We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.

Architecture & Pilot

A working slice on a representative environment — proving the data flow end-to-end before scaling.

Production Engineering

Hardened services, observability, access controls, and audit logging go live behind your IAM.

Operate & Iterate

We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.

Voices of Success

We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Aaron Phelan

Founder, Benchmark

"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Kim Smith

Founder, My Lauren

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."