Embedded Solutions: NVIDIA RTX PRO Embedded GPU Solutions

Powering the next era of AI.

Overview: AI, Graphics, and Compute for Specialized Systems

From ultrasound devices to advanced digital displays and robotics, NVIDIA RTX PRO™-powered embedded GPU solutions provide excellent performance and power efficiency while meeting the highest quality and reliability standards. No matter the industry, application, or deployment environment, embedded GPU solutions accelerated by NVIDIA RTX PRO are designed to deliver graphics, compute, deep learning, and AI capabilities to a wide variety of systems.

Benefits

Key Benefits of NVIDIA RTX PRO Embedded GPU Solutions

NVIDIA RTX PRO embedded GPUs combine exceptional performance with power efficiency, delivering AI and graphics computing wherever your applications demand it.

Performance and Efficiency

RTX PRO embedded GPUs scale from 35W to 150W, delivering workstation-class NVIDIA CUDA™, Tensor, and RT Core performance into compact form factors–without compromising on size, weight, or thermal constraints. Built on the NVIDIA Blackwell architecture, they deliver major gains in compute throughput, ray tracing, and memory bandwidth for real-time AI inference, computer vision, and advanced

Ruggedization and Form Factors

RTX PRO embedded GPUs are designed for high‑performance computing that can survive vibration, temperature extremes, and space‑constrained environments in defense, aerospace, and industrial systems. These designs allow you to place compute very close to sensors (cameras, radar, EO/IR, medical probes), reducing data‑movement latency and enabling on‑device processing.

Long Lifecycle and Enterprise Reliability

RTX PRO embedded GPUs are backed by long-life availability commitments—keeping hardware consistent across multi-year deployments. They’re purpose-built for applications like medical imaging, industrial automation, and commercial gaming systems, where supply stability and platform continuity are non-negotiable.

Software Ecosystem and Manageability

RTX PRO embedded GPUs integrate into the broader NVIDIA software stack (NVIDIA CUDA-X™ libraries, AI frameworks, Omniverse™ libraries, NVIDIA AI Enterprise), making it easier to reuse code between data center, workstation, and embedded edge deployments.

Products: RTX PRO Embedded GPU Specifications

GPU Features NVIDIA RTX PRO 5000 Blackwell NVIDIA RTX PRO 4000 Blackwell NVIDIA RTX PRO 2000 Blackwell NVIDIA RTX PRO 500 Blackwell
GPU Architecture NVIDIA Blackwell NVIDIA Blackwell NVIDIA Blackwell NVIDIA Blackwell
CUDA® Parallel Processor Cores 10,496 7,680 3,328 1,792
Tensor Cores 320 240 104 56
Memory Size 24GB 16GB 8GB 6GB
Memory Type GDDR7 GDDR7 GDDR7 GDDR7
Memory Interface 256-bit 256-bit 128-bit 64-bit
Memory Bandwidth 896 GB/sec 896 GB/sec 384 GB/sec 112 GB/sec
ECC Error Correction Code Yes Yes Yes No
Max Power Consumption, Total Graphics Power (Graphics Sub-System) 115W 115W 60-100W 60W
Display Port 2.1b 2.1b 2.1b 2.1b
Encode Sessions Unlimited Unlimited Unlimited Unlimited
Long-Life Availability Yes Yes Yes Yes

GPU Features NVIDIA RTX 5000 Ada Generation NVIDIA RTX 3500 Ada Generation NVIDIA RTX 2000 Ada Generation
GPU Architecture Ada Lovelace architecture Ada Lovelace architecture Ada Lovelace architecture
CUDA® Parallel Processor Cores 9,728 5,120 3,072
Tensor Cores 304 (4th Gen) 160 (4th Gen) 96 (4th Gen)
Memory Size 16GB 12GB 8GB
Memory Type GDDR6 GDDR6 GDDR6
Memory Interface 256-bit 192-bit 128-bit
Memory Bandwidth 576 GB/sec 432 GB/sec 256 GB/sec
ECC Error Correction Code Yes Yes Yes
Max Power Consumption, Total Graphics Power (Graphics Sub-System) 80-150W 60-115W 35-115W
Display Port 1.4a 1.4a 1.4a
Encode Sessions Unlimited Unlimited Unlimited
Long-Life Availability Yes Yes Yes

GPU Features NVIDIA RTX A4500 NVIDIA RTX A2000 NVIDIA RTX A1000 NVIDIA RTX A500
GPU Architecture Ampere architecture Ampere architecture Ampere architecture Ampere architecture
CUDA® Parallel Processor Cores 5,888 2,560 2,048 2,048
Tensor Cores 184 (3rd Gen) 80 (3rd Gen) 64 (3rd Gen) 64 (3rd Gen)
Memory Size 16GB 8GB 4GB 4GB
Memory Type GDDR6 GDDR6 GDDR6 GDDR6
Memory Interface 256-bit 224-bit 224-bit 64-bit
Memory Bandwidth 512 GB/sec 224 GB/sec 224 GB/sec 112 GB/sec
ECC Error Correction Code Yes Yes - -
Max Power Consumption, Total Graphics Power (Graphics Sub-System) 115 W 60 W 60 W 35 W
Display Port 1.4 1.4 1.4 1.4
Encode Sessions Unlimited Unlimited 3 3
GPUDirect® Remote Direct Memory Access (RDMA) and Video Yes Yes - -
Long-Life Availability Yes Yes Yes Yes

GPU Features NVIDIA Quadro RTX 5000 NVIDIA Quadro RTX 3000 NVIDIA Quadro T1000
GPU Architecture Turing architecture Turing architecture Turing architecture
CUDA® Parallel Processor Cores 3,072 1,920 896
Tensor Cores 384 (2nd Gen) 240 (2nd Gen) -
Memory Size 16GB 6GB 4GB
Memory Type GDDR6 GDDR6 GDDR6
Memory Interface 256-bit - 128-bit
Memory Bandwidth 448 GB/sec 336 GB/sec 128 GB/sec
ECC Error Correction Code - - -
Max Power Consumption, Total Graphics Power (Graphics Sub-System) 110 W 80 W 50 W
Display Port 1.4 1.4 1.4
Encode Sessions Unlimited Unlimited 3
GPUDirect® Remote Direct Memory Access (RDMA) and Video Yes Yes -
Long-Life Availability Yes Yes Yes

Use Cases

NVIDIA RTX PRO Embedded GPU Use Cases by Industry

Bring AI‑powered perception and decision‑making to embedded systems with NVIDIA RTX PRO—delivering breakthrough performance, rugged designs, and long‑lifecycle reliability at the edge.

Robotics

Robots accelerated by NVIDIA RTX PRO embedded GPUs perform real‑time 3D perception, object detection, and motion planning at the edge. RTX PRO delivers the compute needed for agentic AI—robots that continuously sense, decide, and adapt their actions to dynamic environments.

Manufacturing and Industrial

Smart factory systems powered by NVIDIA RTX PRO embedded GPUs run advanced computer vision and AI quality inspection directly on the line. From collaborative robots to 3D printers, RTX PRO enables agentic automation—systems that detect defects, adjust processes, and optimize throughput in real time.

Healthcare

NVIDIA RTX PRO‑powered medical devices bring  accelerated imaging and AI assistance to the point of care, enabling real‑time reconstruction, enhancement, and clinical decision support across ultrasound, endoscopy, and radiology. 

Aerospace

NVIDIA RTX PRO embedded GPUs power real‑time video, sensor fusion, and AI analytics in SWaP‑constrained aircraft and space systems, enabling faster insights for environmental monitoring, natural disaster assessment, and advanced avionics.

Edge AI Infrastructure

Modular infrastructure environments packed with NVIDIA RTX PRO embedded GPUs enable accelerated video broadcasting, AI, and virtual graphics where multiple GPUs can power edge and remote devices.

Commercial Gaming

NVIDIA RTX PRO powers graphics for casino terminals with specialized customization requirements, including long lifecycle support and enterprise reliability for continued business operation.

NVIDIA RTX PRO Embedded Partner Ecosystem

Next Steps

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