1 case studyAutonomous mobile robots
Warehouse AMRs and AGVs need compact, vibration-tolerant compute with PoE for lidar and cameras — and identical units across the whole fleet.
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ApplicationsBuilt for the places robots actually go.
Every environment pushes hardware differently: vibration on rail, dust in the field, heat in a roadside cabinet. Below is what we typically spec for each industry, followed by 10 real programs. Customer names are withheld under NDA.
Industries
17 industries, one hardware partner.
1 case study
Warehouse automation
Goods-to-person systems, picking robots and humanoids sharing one floor: many robots, many cameras, and a fleet server keeping inventory in sync in real time.
2 case studiesHumanoid & dexterous robotics
Whole-body control and VLA models demand Thor-class compute, dozens of synchronized sensors and deterministic networking.
1 case studyAgriculture & agtech
Sealed, wide-temperature compute with RTK positioning for harvesters, sprayers and in-field robots.
1 case studyRailway
Rail-certified, shock-hardened edge AI for track inspection, rolling-stock monitoring and onboard analytics.
1 case studyAutonomous vehicles
Multi-camera perception and sensor fusion in the vehicle, with ignition-aware power and CAN-FD.
1 case studyTransit & fleet vehicles
Vehicle-mounted compute and driver terminals for buses, trucks and service fleets.
1 case studySmart traffic
Roadside AI for intersection analytics, adaptive signals and incident detection.
Smart city
Edge analytics across cameras and sensors city-wide, managed remotely and out-of-band.
1 case studyMachine vision & automation
Inline inspection, bin picking and robot cells — fanless x86 and Jetson with operator HMIs.
Sidewalk delivery robots
Small, power-efficient compute with GNSS and cellular for last-mile robots.
Robotic dogs & quadrupeds
High-rate IMUs and compact Jetson compute for legged locomotion and inspection payloads.
1 case studyDrones & aerial autonomy
Onboard inference in the air for inspection and site monitoring, plus on-prem servers that process everything the fleet captures.
Datacenter & edge AI infrastructure
Train, simulate and serve the models your robots run — from 1U edge servers to HGX racks.
Working on something not listed?
Marine, mining, construction, medical imaging: if it moves or sees, we've probably sourced compute for it. Tell us about your application.
Case studies
Proof from the field.
The hardware, the challenge and the fix. Customer names stay confidential.
Hardening edge AI against railway vibration
- Challenge
- A North American railway operator deployed Jetson AGX Orin edge computers on rolling equipment. Sustained vibration set up resonance between the upper and lower housings; screws backed out and, in the worst cases, enclosures separated.
- What we did
- Our engineering team identified the root cause: the wall-mount suspension wasn't rigid enough for a rail environment. The fix integrated a SUS304 stainless-steel bracket into the chassis, upgraded fasteners, and specified NYLOK thread-locking screws throughout — while trimming material weight without compromising strength.
- Hardware
- EAC-5000 series (Jetson AGX Orin) · Reinforced Wall Mount Kit
Outcome: Productized as the Reinforced Wall Mount Kit, now offered for any high-vibration installation.
More on railwayVehicle-mounted edge AI at fleet scale
- Challenge
- A fast-growing fleet-intelligence company needed rugged compute mounted under commercial trucks, running AI workloads on every route. Volumes were climbing every month, and Jetson module price changes hit their unit economics directly.
- What we did
- We standardized a single vehicle-mount configuration and manage supply and module pricing for them, so every production month ships on one consistent build.
- Hardware
- Vecow Jetson Orin edge computers · undercarriage mounting
Outcome: Our largest program today — scaling to dozens of units every month on one consistent SKU.
More on transit & fleet vehiclesRoadside AI for an intelligent-traffic integrator
- Challenge
- A U.S. intelligent-traffic integrator needed compact, wide-temperature Jetson units for roadside cabinets, at a price point that worked for municipal contracts.
- What we did
- We spec'd an EAC-6000 Orin Nano configuration and supplied the NVMe SSDs ourselves, cutting cost per unit — then fulfilled from our Texas warehouse for fast delivery.
- Hardware
- Vecow EAC-6000 (Orin Nano 8GB) · PCIe Gen4 NVMe SSD
Outcome: Pilot unit followed by a production follow-on order on the same configuration.
More on smart trafficSealed, GPS-aware compute for field robots
- Challenge
- Agricultural robots work in dust, rain, washdown and temperature swings — and need precise positioning. Off-the-shelf boxes weren't sealed, and adding external GPS and IMU modules meant more cables and failure points.
- What we did
- We delivered a custom IP67-sealed EAC-6000 variant with GNSS and IMU integrated, documented as the customer's own part number for their production BOM.
- Hardware
- Custom Vecow EAC-6000 IP67 (Jetson Orin NX) with GPS + IMU
Outcome: Program sized for hundreds of units as the fleet scales.
More on agriculture & agtechGPU edge compute for warehouse robotics
- Challenge
- A warehouse-automation startup with a PhD-heavy engineering team needed discrete-GPU performance inside a fanless, vibration-tolerant box — and hard data on how far they could push CPU turbo and power limits.
- What we did
- We placed the program on Vecow's EVS-3000 platform and provided detailed thermal validation data and power-limit tuning guidance.
- Hardware
- Vecow EVS-3100 (Intel Core + NVIDIA MXM GPU)
Outcome: 40-unit blanket order, delivered on a scheduled release plan.
More on autonomous mobile robots
Jetson Thor for a global enterprise automation leader
- Challenge
- A global enterprise automation company was moving its next-generation platform to Jetson Thor and needed a configuration that matched its engineering spec exactly — cameras, CAN, wireless and storage.
- What we did
- We built a customer-specific EAC-7100 SKU: Jetson T5000 with 128GB, eight GMSL ports, four CAN, pre-installed Wi-Fi and a 256GB NVMe SSD — with build and ship dates managed by our team.
- Hardware
- Vecow EAC-7100 (Jetson T5000, 128GB) · 8× GMSL · 4× CAN
Outcome: A dedicated SKU the customer can reorder by part number.
More on humanoid & dexterous robotics
Secure, remotely managed compute for a Tier-1 innovation lab
- Challenge
- The innovation lab of a global automotive Tier-1 supplier needed edge AI hardware that its corporate IT team would approve: full out-of-band management and a base OS image it could build and harden from source.
- What we did
- We supplied the EAC-5000-OOB with 64GB AGX Orin, set up on-premises Allxon management, and delivered the complete BSP source package — plus cross-border import handling into Canada.
- Hardware
- Vecow EAC-5000-OOB-R64 · Allxon out-of-band management
Outcome: An approved, IT-compliant platform positioned for the lab's broader computer-vision rollout.
More on autonomous vehiclesA 200-unit GPU inference rollout
- Challenge
- An industrial AI-vision company needed 200 identical GPU-accelerated systems for customer sites — with a platform that would stay available for the life of the deployment.
- What we did
- We are qualifying the platform and structuring volume pricing for a 200-unit order built around NVIDIA RTX GPUs.
- Hardware
- 200× NVIDIA RTX-class GPU edge systems
Outcome: In progress.
More on machine vision & automationOn-prem compute for a drone-autonomy platform
- Challenge
- A drone-autonomy software company needed on-prem infrastructure for customers who can't send footage to the cloud.
- What we did
- We are running two parallel projects: a GPU workstation for processing, and an on-prem appliance using power-loss-protected (PLP) NVMe so data survives unexpected shutdowns.
- Hardware
- GPU workstation · on-prem appliance with PLP NVMe
Outcome: In progress.
More on drones & aerial autonomy
Time-synchronized compute for dexterous robotic hands
- Challenge
- A developer of dexterous robotic hands needed tightly synchronized sensing and control across many joints and tactile sensors.
- What we did
- Under NDA, we're building a joint demonstration that pairs their hands with Albatron's NeuronEDGE time-synchronization hardware and Jetson compute.
- Hardware
- Albatron NeuronEDGE (TALO-N1000, TALO-M1000) · Jetson compute
Outcome: Active partnership.
More on humanoid & dexterous roboticsHave a deployment problem to solve?
Vibration, heat, supply continuity, IT compliance. Bring us the hard part.