Mach / Partner Ecosystem

Built with
the right
partners.

Mach partners with OEMs, fleet operators, and technology providers to deploy autonomy in real-world environments — from agriculture and solar to construction,mining, and defense. These partnerships are not theoretical. They are active collaborations shaping how autonomous systems are designed, deployed, and scaled.

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Active deployments 260+ vehicles · 6 industries · real-world operations
260 +
Vehicles deployed
6
Industries deployed
30 +
OEM & demand platforms
3
Partner ecosystem types
Partner-Driven Autonomy

Autonomy doesn't
succeed in
isolation.

It succeeds when built alongside the people closest to the work. Mach’secosystem is structured around three types of organizations: the operators deploying autonomy to solve real field problems, the manufacturers integrating the autonomy stack into their machines, and the technology providers whose sensors and platforms make the system work in harsh environments.

Every partnership starts with a real operational challenge — a labor shortage, a safety hazard, an efficiency problem. We don’t develop technology and then look for applications. We start with the application and build backward into the software. That’s why Mach runs across 30+ unique vehicle platforms in 6 industries rather than dominating a single use case.

The breadth of the deployment record is proof of the architecture. The same software stack that navigates an autonomous orchard sprayer controls a mine clearance robot, a solar construction rover, and a military ground vehicle. That cross-industry portability comes from building with — not for — partners who understand their environments better than anyone.

Partner Ecosystem

Three types.
One shared mission.

Mach's ecosystem is intentionally built across three core partner types —each contributing a distinct and essential role in bringing autonomous systems into real-world operation.

01 / Demand

Demand Partners

Organizations deploying autonomy to solve real operational challenges in the field. Demand partners define the problem first — labor shortages, safety risks, operational inefficiencies — and work with Mach to implement autonomy where it delivers measurable value.

  • Fleet operators and agricultural enterprises
  • Construction, mining, and industrial operators
  • Defense and government organizations
  • Grounds and vegetation management operators
02 / OEM

OEM & Equipment Partners

Manufacturers integrating Mach’s autonomy stack into their machines at the design and production level. These partnerships enable scalable deployment across production platforms, transforming traditional equipment into autonomous systems — OEM-ready and built for the production line.

  • Agricultural equipment manufacturers
  • Construction and earth-moving OEMs
  • Specialty vehicle and platform builders
  • Defense and government prime contractors
03 / Technology

Technology & Sensor Partners

Specialized providers contributing critical components to the autonomy stack — including perception sensors, compute platforms, positioning systems, and connectivity infrastructure. These partners strengthen overall system performance in harsh, real-world environments.

  • LiDAR, radar, and camera sensor providers
  • Compute and edge-processing platform vendors
  • RTK and precision positioning providers
  • Connectivity and mesh networking specialists
Deployment Environments

Six industries.
One platform.

The Mach software stack operates across more off-highway industry verticals thanany other autonomy supplier. The same core architecture powers every deployment — the same safety systems, the same navigation engine, the same mission control.

Agriculture

Orchard sprayers, row-crop equipment, and precision ag platforms. GPS-denied navigation under dense canopy. The most demanding localization environment in off-highway autonomy.

Production Deployed

Solar & Energy

Large-scale solar construction and vegetation management across utility installations. High-precision autonomous operation across flat, open terrain with strict no-go zone enforcement.

Production Deployed

Construction & Earthmoving

Grading, compaction, and material handling on active construction sites. Dynamic environments with heavy equipment, personnel, and continuously changing terrain.

Active Integrations

Mining & Industrial

Underground and open-pit mining operations, including UXO and mine clearance applications. Extreme GPS-denial, high-dust environments, and remote operation requirements.

Production Deployed

Turf & Grounds

Golf course maintenance, athletic field management, and commercial grounds care. Precision mowing patterns, obstacle-dense environments, and multi-machine fleet coordination.

Production Deployed

Defense

Military ground vehicles, forward operating base logistics, and government autonomous platforms. Full autonomy stack deployable on classified programs with defense-grade safety requirements.

Active Programs
Commercial Deployments

Operating in the Field.
Not Waiting for the Lab.

These are not pilots. Not proof-of-concepts. Not research projects. These are commercial autonomy deployments operating today for paying customers across agriculture, turf management, and livestock production. Machines running autonomously across multiple countries, multiple seasons, and thousands of commercial operating hours.

Driverless Orchard Spraying at Commercial Scale

Frost integrated Mach perception and autonomy into ASTRO — a driverless precision sprayer built for golf course greens and commercial turf. Repeatable spray patterns, optimized coverage, and consistent application across every pass without an operator on the machine.

GPS-Denied Production Multi-Season Commercial Fleet
View Deployment Story In Production

Autonomous Feed Delivery in Production

Highline automated commercial livestock feed delivery using camera-guided bunk tracking, automated steering, and load-cell precision — delivering the right feed amount to every pen, consistently, without a dedicated operator per machine across large-scale feedlot operations.

Commercial Feedlot Autonomous Delivery Production Remote Supervision
View Deployment Story Active Fleet

The World's Most Deployed Autonomous Sprayer

GUSS built the most commercially mature autonomous sprayer in specialty agriculture on the Mach platform — operating across multiple countries and multiple growing seasons in GPS-denied orchard canopy. Thousands of commercial field hours. Not a demonstration. Proof of what's shipping.

L4 Commercial Multi-Country 1000s of Hours Specialty Crops
View Deployment Story Multi-Country Operation
Ecosystem Network

A curated
deployment network.

Mach collaborates with a growing network of partners across industries and geographies. Every organization in this network is aligned with real deployment and measurable outcomes — not theoretical technology evaluations.

Join the ecosystem

Only partners aligned with real deployment and measurable operational outcomes are included. Join the ecosystem →

"We chose to partner with Mach because their proven, full-stack autonomy platform provides the fastest and most reliable path to bringing intelligent, autonomous capabilities to our machines"

Axel Graner  ·  Product-/Export Manager & Amazonen-Werke H. Dreyer SE & Co. KG
Why Partners Work With Mach

Built for the work
that doesn't stop.

Mach is the autonomy platform of record across more vehicle platforms and industries than any other autonomy supplier. Here's why the right partners choose to build with us.

01 / Deployment

Built for Real-World Deployment

Mach systems are designed for harsh, off-highway environments where traditional autonomy solutions fail. Every system is proven in production — not in a controlled lab environment. 260+ vehicles running in real operations across 6 industries.

02 / Architecture

Software-Defined Approach

Mach delivers a full-stack autonomy platform — from perception and navigation to fleet management — independent of specific hardware platforms. The software is the intelligence. The hardware is interchangeable.

03 / Flexibility

Flexible Integration

Works across new machines and existing fleets. OEM-ready and adaptable to multiple vehicle types, compute architectures, and sensor configurations. Adopt the full stack or integrate select modules into your existing architecture.

04 / Proof

Proven Across Industries

Deployed across multiple industries, platforms, and real-world applications — not confined to a single use case. The same navigation software that works in a dense orchard also navigates an open solar field, an underground mine, and a military base.

05 / Development

Partner-Driven Development

Solutions are built alongside partners, starting with real operational challenges — not theoretical technology. Your environment, your constraints, and your operational requirements shape how the software evolves.

06 / Continuity

Long-Term Platform Relationship

Every deployed machine gets better over time via OTA updates. New perception models. Improved algorithms. New capabilities. A long-term software relationship — not a one-time hardware transaction.

Partnership Process

From conversation
to deployment.

Every successful Mach partnership follows a structured path from initial discovery to scaled production deployment. The process is designed to minimize risk and maximize the chance of a successful autonomous operation.

01

Discovery

We learn your operation — the environment, the machines, the challenge, and the outcome you need. No pre-packaged solution. Every engagement starts with the real problem.

02

Validation

We scope an integration path, define success criteria, and validate the technical fit between the Mach stack and your platform. A clear roadmap before any hardware moves.

03

Integration

Software integration into your vehicle platform. Drive-by-wire abstraction, sensor configuration, perception tuning, and operator interface setup. Tested rigorously in your environment.

04

Deployment

Live operation with full support. Real machines, real environments, real outcomes. Early deployments generate the data and confidence needed to scale across your fleet and operation.

05

Scale

From pilot to production. OTA updates keep every deployed machine improving. New platforms, new sites, new capabilities — all built on a foundation that's already proven in the field.

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Exploring autonomy for
your operation or platform?

If you're evaluating autonomy for your fleet, equipment, or application — we'd like to connect. Tell us about your operation and we'll scope a path forward.

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