Embedded GPU Computers

Embedded GPU Computers That Run Edge AI From -40°C to 70°C

Fanless MXM systems and dual full-length GPU platforms bring machine vision, inference, and video analytics to the edge — no server rack, no climate-controlled room.

MXM 3.1 or dual full-length GPUs, up to 600 W GPU budget
-40°C to 70°C rated, 9–48 VDC wide-range DC input
MIL-STD-810G/H shock and vibration tested models
EN 50155 and E-Mark rated for rail and vehicle duty

Talk to an Engineer

Tell us your workload and environment — a US-based engineer will reply within one business day.

GPU Power Budget (GP Series): 600 W
Full-Length GPUs (GP Series): 2×
Operating Temperature: -40°C to 70°C
Wide-Range DC Input: 9–48 VDC
Industrial Computing: 30+ yrs

Which Embedded GPU Computer Fits Your Application

Two compact MXM-based systems and two dual-GPU expandable platforms — all rated -40°C to 70°C with 9–48 VDC input.

EN 50155

GM-1000 Embedded MXM GPU Computer

Compact fanless MXM GPU computer for machine vision and inference right beside the line.

8th/9th Gen Intel Xeon/Core, up to 64 GB DDR4
1× MXM 3.1 Type A/B GPU slot (NVIDIA/AMD)
-40°C to 70°C (35 W CPU), 9–48 VDC
50 Grms shock, 5 Grms vibration

View Specs

MIL-STD-810H

GM-1100 Embedded MXM GPU Computer

Current-generation MXM system for edge AI that needs DDR5 bandwidth and 2.5GbE networking.

12th/13th Gen Intel Core, up to 65 W TDP
1× MXM 3.1 GPU socket, DDR5-5600 up to 96 GB
1× 2.5GbE + 1× GbE LAN, 4× COM, 8× USB
-40°C to 70°C, 9–48 VDC

View Specs

MIL-STD-810G

GP-3000 Dual Full-Length GPU Computer

Dual-GPU expandable platform for multi-camera vision — Xeon-capable with a 720 W total power budget.

8th/9th Gen Intel Xeon/Core, ECC DDR4 up to 64 GB
2× full-length GPUs via GEB, 600 W GPU budget
5× GbE LAN, 4× hot-swap 2.5" SATA bays
720 W total power budget, 9–48 VDC

View Specs

MIL-STD-810H

GP-3100 Dual Full-Length GPU Computer

Latest-generation dual full-length GPU platform for demanding inference on 12th–14th Gen Intel Core.

12th/13th/14th Gen Intel Core, DDR5-5600 ECC/non-ECC
2× full-length GPUs, 600 W GPU power budget
4× 2.5GbE + 1× GbE LAN, 4× hot-swap bays
-40°C to 70°C (35 W TDP), 9–48 VDC

View Specs

GM vs GP Series at a Glance

GM vs GP Series at a Glance
Spec	GM-1000	GM-1100	GP-3000	GP-3100
GPU Support	1× MXM 3.1 Type A/B (NVIDIA/AMD)	1× MXM 3.1 Type A/B socket	2× full-length via GPU Expansion Box, 600 W budget	2× full-length, 600 W budget
CPU Platform	8th/9th Gen Intel Xeon/Core	12th/13th Gen Intel Core	8th/9th Gen Intel Xeon/Core	12th/13th/14th Gen Intel Core
Memory	2× DDR4-2666, up to 64 GB	2× DDR5-5600 ECC/non-ECC, up to 96 GB	2× DDR4-2666 ECC/non-ECC, up to 64 GB	2× DDR5-5600 ECC/non-ECC, up to 96 GB
LAN	2× GbE	1× 2.5GbE + 1× GbE	5× GbE	4× 2.5GbE + 1× GbE
Storage	2× 2.5" SATA + M.2 NVMe	2× 2.5" hot-swap + M.2	4× 2.5" hot-swap + M.2	4× 2.5" hot-swap + M.2
Operating Temp	-40°C to 70°C (35 W CPU)	-40°C to 70°C (35 W TDP)	-40°C to 70°C; -40°C to 35°C with 2× 250 W GPUs	-40°C to 70°C (35 W TDP)
Dimensions	260 × 200 × 85 mm	260 × 200 × 85 mm	105 × 370 × 195 mm	105 × 370 × 195 mm
Key Certifications	EN 50155, EN 50121-3-2, E-Mark	MIL-STD-810H, EN 50155, EN 45545-2, E-Mark	MIL-STD-810G, EN 50155, EN 45545-2, E-Mark	MIL-STD-810H, EN 50155, EN 45545-2, E-Mark

Where Embedded GPU Computers Earn Their Keep

Machine Vision & Inspection

GPU inference for defect detection, measurement, and classification at line speed — GM-series systems mount on DIN rail, wall, or VESA right beside the machine.

Parcel Sorting & Logistics

Real-time barcode reading, dimensioning, and sort decisions across multiple cameras on a single dual-GPU platform.

Autonomous Mobile Robots

9–48 VDC input and optional ignition power sensing run perception and navigation stacks straight from vehicle battery power.

Onboard & Roadside Video Analytics

EN 50155 and E-Mark rated models handle rail and vehicle AI — passenger counting, driver assistance, and license plate recognition in the field.

GPU Acceleration Without a Server Rack

Cincoze GM and GP series embedded GPU computers

Two GPU Classes, One Rugged Design Language

The GM series integrates one MXM 3.1 Type A/B GPU module in a fanless 260 × 200 × 85 mm chassis — GPU acceleration in the footprint of a standard embedded box PC, rated -40°C to 70°C. The GP series steps up to one or two full-length graphics cards with a 600 W GPU power budget in a 105 × 370 × 195 mm chassis that wall-mounts or racks in 19-inch cabinets.

Both classes share 9–48 VDC wide-range DC input, front-accessible storage bays, and Cincoze CMI/CFM modular expansion for additional LAN, serial I/O, or power ignition sensing.

Browse All Embedded GPU Computers

Choosing between MXM module and full-length GPU expansion

MXM Module or Full-Length Cards? Match the Class to the Workload

Choose the GM series when footprint, fanless cooling, and DIN-rail/VESA/wall mounting drive the design — one MXM 3.1 Type A/B module carries the inference load in the space of a standard embedded box PC.

Choose the GP series when the model or camera count calls for one or two full-length cards and wall or 19-inch rack mounting fits the site. Slot-level GPU Expansion Box configurations and dual-GPU thermal ratings are detailed on the GP-3000 product page.

View GP-3000 Specs

Embedded GPU Computer FAQs

What is an embedded GPU computer?

An embedded GPU computer is an industrial box PC that pairs its CPU with dedicated GPU acceleration — either a compact MXM module or full-length graphics cards — to run AI inference, machine vision, and video analytics next to the equipment it serves. Unlike a server, it is built for wide temperature ranges, runs from a 9–48 VDC input, and mounts on a wall, DIN rail, or 19-inch rack instead of living in a climate-controlled data center.

Should I choose an MXM module or full-length GPU cards?

Choose the GM series when space and mounting drive the design: it packages one MXM 3.1 Type A/B GPU module in a fanless 260 × 200 × 85 mm chassis that mounts on a DIN rail, wall, or VESA plate. Choose the GP series when the workload needs full-length graphics cards: it supports up to two cards with a 600 W GPU power budget in a 105 × 370 × 195 mm chassis with wall, desk, and 19-inch rack mounting.

How do these systems handle GPU heat without a server room?

Temperature ratings are stated per configuration rather than as a single number. A GP-3000 is rated -40°C to 70°C with a 35 W CPU and no GPU installed and -40°C to 35°C with two 250 W GPUs. The GM-1000 cools its CPU fanlessly and uses an external fan kit over the MXM module — a 50 W GPU is rated to 50°C ambient with a 35 W CPU. Tell us your ambient temperature and duty cycle and we will match the thermal budget to it.

Can I run an embedded GPU computer from vehicle or battery power?

Yes. All four systems on this page accept 9–48 VDC wide-range DC input, and power ignition sensing (12 V/24 V selectable) is available through an optional CFM module. Every model here also carries E-Mark vehicle certification and EN 50155 railway certification.

Which GPUs can these systems accept?

The GM-1000's MXM 3.1 Type A/B slot accepts NVIDIA and AMD MXM GPU modules, and the GM-1100 provides an MXM 3.1 Type A/B expansion socket. The GP series accepts standard full-length PCIe graphics cards — the GP-3000's GPU Expansion Box takes cards up to 138 × 328 × 64 mm within a 600 W GPU power budget. Tell us your target GPU and we will confirm fit and thermal headroom.

Do you help configure GPU, memory, storage, and OS?

Yes — tell us your requirements and we'll configure memory, storage, OS, and expansion to match. Supported operating systems include Windows 10, Windows 11, Ubuntu, and Linux depending on model. We also support OEM and volume programs; mention quantities in your request.

Put GPU Acceleration at the Edge

Tell us your workload, camera count, and environment — a US-based engineer will reply within one business day.

Request a Quote Call 603-895-9000