Seeed Studio reComputer J4012 (Jetson Orin NX 16GB 100-TOPS Industrial Edge AI Box)
130×120×58.5mm aluminum industrial edge AI computer powered by the NVIDIA Jetson Orin NX 16GB production module (100 INT8 TOPS, 1,024-core Ampere GPU + 32 Tensor Cores, 16GB LPDDR5 at 102.4 GB/s), shipping turnkey with a 128GB NVMe SSD pre-flashed with JetPack 6, isolated CAN bus, 4× USB 3.2, and 40-pin GPIO.
Editorial Rating Methodology (★ 4.8 / 5.0): This score is an internal editorial evaluation compiled by the RECIWO Labs editorial team—not a user poll or crowd-voted rating. It assesses published silicon compute efficiency (25%), optical/sensor/actuator engineering (25%), battery & thermal envelope (20%), SDK/software openness (15%), and price-to-specification value (15%) based on official manufacturer datasheets and public technical documentation. Learn more about our evaluation rubric →
Key Engineering Highlights
- Delivers a ready-to-deploy 100-TOPS NVIDIA Jetson Orin NX 16GB industrial appliance—complete with aluminum enclosure, active heatsink, power supply, and a 128GB NVMe SSD pre-flashed with NVIDIA JetPack
- Pairs 1,024 Ampere CUDA cores, 32 Tensor Cores, and dual NVDLA v2 deep-learning accelerators with 16GB of 102.4 GB/s LPDDR5 memory to run 7B–8B quantized VLMs, YOLOv11 multi-camera analytics, and Isaac ROS 2 VSLAM at 10W–25W
- Exposes robotics-ready I/O on the Seeed J401 carrier board including a native CAN bus interface for actuator control, 4× USB 3.2 (10Gbps) ports for RGB-D cameras, Gigabit Ethernet, and a 40-pin Raspberry Pi header
Full Hardware Specifications
| Processor / Edge SoC | NVIDIA Jetson Orin NX 16GB Production SOM (8-Core Arm Cortex-A78AE @ 2.0GHz + 1,024-Core Ampere GPU w/ 32 Tensor Cores) |
|---|---|
| AI Model Stack | 100 Sparse INT8 TOPS (GPU + 2× NVDLA v2.0 Engines) Running NVIDIA JetPack 6.x, TensorRT-LLM, Isaac ROS & DeepStream |
| Display & Optics | 1× HDMI 2.1 Output (Up to 4K @ 60Hz) for Local Vision Inspection Dashboards & Multi-Stream NVR Monitoring |
| Camera & Vision | 4× USB 3.2 Type-A (10Gbps) + Gigabit Ethernet PoE Camera Support + Internal CSI Camera Connector Options |
| Measured Weight | 700.0g (130 × 120 × 58.5mm Stackable Extruded Aluminum Enclosure w/ Wall/DIN-Rail Mounting Brackets & Active Heatsink) |
| Battery & Runtime | 12V–19V DC Barrel Power Input (10W–25W Configurable Orin NX Power Modes + Onboard Coin-Cell RTC Socket) |
| Connectivity & I/O | 1× GbE RJ45 + 4× USB 3.2 Type-A + 1× USB-C (Device/Flash) + CAN Bus + 40-Pin GPIO + M.2 Key-E (Wi-Fi/BT) + M.2 Key-M |
| Sensors & Acoustics | 16GB 128-Bit LPDDR5 (102.4 GB/s) + Pre-Installed 128GB PCIe NVMe SSD (JetPack Pre-Flashed) + Hardware Watchdog |
⚖️ Side-by-Side Comparison: Seeed Studio reComputer J4012 (Jetson Orin NX 16GB 100-TOPS Industrial Edge AI Box) vs. Edge Compute & DevKits Peers
Direct specification comparison against leading competing devices in the Edge Compute & DevKits category.
| Specification | Seeed Studio reComputer J4012 (Jetson Orin NX 16GB 100-TOPS Industrial Edge AI Box) (Current) | NVIDIA Jetson Orin NX Super Edge AI DevKit → | Xiaozhi AI Voice Cube Pro (ESP32-S3 Open DevKit) → | Apple Mac mini (M5 Pro 64GB) Private AI Node → |
|---|---|---|---|---|
| Brand | Seeed Studio | NVIDIA | Open Hardware Community | Apple |
| Retail Price | $1,199 | $499 | $12 | $1,799 |
| Editorial Rating | ||||
| Edge SoC | NVIDIA Jetson Orin NX 16GB Production SOM (8-Core Arm Cortex-A78AE @ 2.0GHz + 1,024-Core Ampere GPU w/ 32 Tensor Cores) | NVIDIA Ampere GPU (1024 CUDA + 32 Tensor Cores) | Espressif ESP32-S3R8 (Dual-Core LX7 @ 240MHz + 8MB PSRAM) | Apple M5 Pro (14c CPU + 20c GPU + 16c Neural Engine) |
| AI Model Stack | 100 Sparse INT8 TOPS (GPU + 2× NVDLA v2.0 Engines) Running NVIDIA JetPack 6.x, TensorRT-LLM, Isaac ROS & DeepStream | Runs Llama-3.2 8B / Qwen2.5-VL 7B / YOLO11 Locally | Edge ESP-SR Wake + Realtime Cloud Voice LLMs | MLX Accelerated Qwen3-32B / Llama-3.3-70B |
| Display / Optics | 1× HDMI 2.1 Output (Up to 4K @ 60Hz) for Local Vision Inspection Dashboards & Multi-Stream NVR Monitoring | HDMI 2.1 / DP 1.4 (Up to 8K) | 1.28-inch Circular IPS LCD (240×240) / 0.96" OLED | Supports up to three 6K displays |
| Camera | 4× USB 3.2 Type-A (10Gbps) + Gigabit Ethernet PoE Camera Support + Internal CSI Camera Connector Options | Dual MIPI CSI-2 Camera Lanes + 4× USB 3.2 | Optional OV2640 / GC2145 Camera Module | External USB-C / Studio Display Camera |
| Weight | 700.0g (130 × 120 × 58.5mm Stackable Extruded Aluminum Enclosure w/ Wall/DIN-Rail Mounting Brackets & Active Heatsink) | 450g (including active heatsink & carrier board) | 62g (with 3D-printed enclosure & speaker cavity) | 730g |
| Battery | 12V–19V DC Barrel Power Input (10W–25W Configurable Orin NX Power Modes + Onboard Coin-Cell RTC Socket) | 19V DC Input (15W–40W configurable TDP) | 800mAh LiPo (5h continuous dialogue) | Internal 155W PSU (4W idle draw) |
📚 Related Engineering Teardowns & Reviews
Browse All 158 Articles →Seeed reComputer J4012 ($1,199 Jetson Orin NX 16GB 100-TOPS Box) vs Radxa ROCK 5B+ ($149 RK3588 24GB/32GB LPDDR5 & Dual M.2 SBC) vs LattePanda Mu Ultra Comparison: CUDA vs Dual-M.2 ARM
A technical TensorRT-CUDA, memory-bus, and PCIe-expansion comparison of the Seeed Studio reComputer J4012 ($1,199, 700g industrial aluminum edge AI box powered by NVIDIA Jetson Orin NX 16GB delivering 100 INT8 TOPS with 1,024 Ampere CUDA cores, 32 Tensor Cores, 16GB LPDDR5 at 102.4 GB/s, pre-flashed 128GB NVMe SSD, and CAN bus), Radxa ROCK 5B+ ($149, 100×75mm RK3588 SBC upgraded with up to 24GB/32GB LPDDR5, 6-TOPS NPU, dual M.2 PCIe 3.0 x2 slots, Wi-Fi 6, and 4K60 HDMI-In), and LattePanda Mu Ultra ($499).
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