NVIDIA Jetson Orin Nano 8GB — Benchmarks & Specs
Short answer: the NVIDIA Jetson Orin Nano 8GB generates 14.0 tokens/sec on llama3.1:8b (q4_0) under mlc in a single cited run, per Edge AI and Vision Alliance; there are too few comparable runs on file for a median.
Bottom line: how fast is the NVIDIA Jetson Orin Nano 8GB?
For local LLM inference it generates 14.0 tokens/sec running llama3.1:8b at q4_0 under mlc, per Edge AI and Vision Alliance. In Geekbench 5 multi-core it scores 2,866 points, per Magazin Mehatronika. Its 8 GB of memory, shared by the CPU and GPU, is the binding constraint for local inference: the llama3.1:8b run above (8B parameters) is the largest model on file at 4-bit quantization on it.
Every figure above is a row in the tables below, and each row links out to the review or public benchmark database the number was taken from; the memory size is the on-paper spec. SpecPicks aggregates published measurements; it does not report first-party benchmark runs.
The NVIDIA Jetson Orin Nano 8GB is an APU from the Jetson Orin family released in 2023 from NVIDIA. Key on-paper specs include 6 CPU cores, 512 GPU cores, 8 GB of memory shared by the CPU and GPU. It launched with a $149 MSRP, though street prices typically diverge meaningfully from launch pricing. Data on this page draws on 2 synthetic benchmark results, 34 community AI inference reports (top 13 shown), compiled from Edge AI and Vision Alliance, Yuvraj Singh, Magazin Mehatronika, NavyaAI, Eric X. Liu Personal Page, HeyyTechy, Jeremy Morgan Blog, NVIDIA Jetson AI Lab, Turing Pi; each table row links to its source. Read this page when shopping the NVIDIA Jetson Orin Nano 8GB, comparing it against other APUs in your build, or sizing it for a specific workload (synthetic benchmark scores or local LLM inference).
AI Inference Performance
Tokens per second under each model + quantization. Higher = faster generation. Bars compare runs across the same model.
| Model | Quantization | Relative | Tokens/sec | VRAM used | Source |
|---|---|---|---|---|---|
| qwen2.5:0.5b | q4_K_M llama.cpp | 92.9 tok/s | 0.5 GB | Yuvraj Singh (independent blog benchmark) 2026-05-29 | |
| llama3.2:1b | q4_K_M ollama | 58.0 tok/s | 1.4 GB | HeyyTechy 2026-06-17 | |
| qwen3:0.6b | q8_0 llama.cpp | 49.4 tok/s | — | SmolHub / Yuvraj Singh 2026-05-29 | |
| llama3.2:1b | q4_K_M llama.cpp | 47.1 tok/s | — | SmolHub / Yuvraj Singh 2026-05-29 | |
| qwen2:0.5b | — ollama | 44.9 tok/s | — | Jeremy Morgan Blog 2024-12-29 | |
| llama3.2:1b | q4_K_M ollama | 44.8 tok/s | 0.8 GB | Yuvraj Singh (independent blog benchmark) 2026-05-29 | |
| smollm2:1.7b | q4_0 mlc | 41.0 tok/s | — | Edge AI and Vision Alliance 2025-01 | |
| gemma3:1b | q4_K_M llama.cpp | 40.8 tok/s | 0.8 GB | Yuvraj Singh (independent blog benchmark) 2026-05-29 | |
| qwen3:1.7b | q4_K_M llama.cpp | 39.4 tok/s | — | Turing Pi 2026-09-26 | |
| qwen3:0.6b | FP8 ollama | 38.8 tok/s | 0.6 GB | Eric X. Liu Personal Page 2025-10-04 | |
| llama3.1:8b | — MLC | 14.0 tok/s | — | NVIDIA Jetson AI Lab 2024-12 |
Batched serving throughput
| Model | Quantization | Relative | Tokens/sec (aggregate) | VRAM used | Source |
|---|---|---|---|---|---|
| gemma3:270m | q4_K_M ollama 16 concurrent requests | 12.8 tok/s aggregate | — | NavyaAI 2026-06-10 | |
| gemma3:1b | q4_K_M ollama 16 concurrent requests | 11.8 tok/s aggregate | — | NavyaAI 2026-06-10 |
Synthetic Benchmarks
Higher is better. Bars are scaled within each benchmark family (multi-thread, single-thread, etc.) so you can compare like-with-like at a glance.
| Benchmark | Relative | Score | Source |
|---|---|---|---|
| Geekbench 5 multi-core | 2,866 points | Magazin Mehatronika 2023-04-25 | |
| Geekbench 5 single-core | 538 points | Magazin Mehatronika 2023-04-25 |
Full Specifications
| Memory | 8 GB |
|---|---|
| AI TOPS | 40 |
| CPU cores | 6 |
| GPU cores | 512 |
NVIDIA Jetson Orin Nano 8GB — Frequently Asked Questions
What is the NVIDIA Jetson Orin Nano 8GB best used for?
When was the NVIDIA Jetson Orin Nano 8GB released, and what was its launch MSRP?
Where do the NVIDIA Jetson Orin Nano 8GB benchmark numbers come from?
How many cores does the NVIDIA Jetson Orin Nano 8GB have, and how does it benchmark?
Where can I buy the NVIDIA Jetson Orin Nano 8GB?
Buying guides that rank the NVIDIA Jetson Orin Nano 8GB's class
This page is the raw performance data. The guides below turn it into a ranked pick for a specific build.
Editorial guides covering the NVIDIA Jetson Orin Nano 8GB
In-depth SpecPicks reviews, build guides, and head-to-heads referencing this APU.
- Jetson Orin Nano Super for Local LLM: 7B/13B Tokens-per-Second Reality Check
- 1080p Gaming PC Build 2026: Cost, Parts, FPS
- 9800X3D + RTX 5070 Ti PC Build 2026: 1440p High-Refresh
- 1440p Gaming PC Build 2026: Cost, Parts, FPS
- $2,000 Gaming PC Build 2026: Parts, Cost, 1440p FPS
- Can You Build an $800 Gaming PC in 2026? Parts + Cost
- 4K Gaming PC Build 2026: Cost, Parts, FPS
- $1,500 Gaming PC Build 2026: Parts, Cost, 1440p FPS
- Browse all SpecPicks reviews →
More guides & deep dives from the SpecPicks archive
Browse all articles & guides →- Emulation Hardware in 2026: FPGA, Software, and Cart-Reader Ecosystems
- RTX 4070 Super vs RX 7800 XT — Which to Buy in 2026
- How to Build a Windows 98 Retro PC in 2026
- Best Retro Handhelds in 2026 — From $35 to $500
- The Complete Voodoo5 5500 AGP Driver Guide (2026 Edition)
- Best 1440p Gaming GPUs in 2026
- Best Budget Gaming PC Build 2026 — ~$1,000 Parts List
More reviews from the SpecPicks archive
Browse all reviews →- Build a Pocket RetroPie Handheld on a Raspberry Pi Zero W (2026 BOM)
- Irtysh 32-Core CPU: Is the 30+ FPS Witcher 3 Claim Real?
- DIY NVIDIA 3D Vision Emitter: Building One with an RP2040
- Best Gaming Headsets for PS5 and PC in 2026
- Retro Game Emulators for iPhone: What Works in 2026
- Qwen 3.6 27B GGUF: BF16 vs Q4_K_M vs Q8_0 Compared
- Local Coding Agents: 87% HumanEval with a 4B-Parameter Model
- Build Your Own Air Quality Monitor: Skip the $300+ Price Tag
- RTX 5090 vs RTX 4090 at 1080p Competitive: Does the New Flagship Help Esports FPS?
- Build a Privacy-First Ring Alternative on a Raspberry Pi 4 in 2026
- Best USB Microphone for Streaming Under $150 in 2026
- Lossless Scaling on Steam Deck: Is It Worth It?
- 2000s LAN Party, Modern Build: Period-Correct Hardware That Still Boots in 2026
- Don't Buy Cheap SSDs: Hidden Risks Explained (2026)
- Best CPU Cooler for the Ryzen 7 5700X: Noctua vs DeepCool vs CoolerMaster
- Build a Raspberry Pi 4 8GB Starter Home Lab in 2026: BOM + First Services
- CRT Monitor for Retro Consoles: 2025 Buying Guide
- Best Budget Gaming PC Parts in 2026: A 5-Pick Build List
- Best Budget SSD for Gaming PC Builds in 2026: 5 Picks
- Raspberry Pi Locator Website to Shut Down in July 2026
- Run Qwen 3.6 27B Locally: VRAM, Quant & tok/s on a 12GB RTX 3060
- ESP32-S3 vs RP2350 vs Nordic nRF54L15: Which MCU for On-Device AI in 2026?
- Benchmarking Asus Tablet Repairability Scores 2026
- Gemini 3.5 Flash vs Local LLM on RTX 3060 12GB: When Cloud Beats Self-Hosted
More buying guides from SpecPicks
Browse all buying guides →- Best 1440p 240Hz Gaming Monitors in 2026
- Best 4K Monitors for Content Creators in 2026
- Best Controllers for PC Gaming in 2026
- Best DDR5 RAM for Gaming PCs in 2026
- Best GPU for Running 27B-32B Local LLMs in 2026
- Best Graphics Cards for Gaming in 2026
- Best CPUs for Content Creators in 2026
- Best External SSDs for Content Creators in 2026
- Best AM5 Motherboards for 2026
- Best CPUs for Gaming in 2026
- Best Tools for Building and Repairing Retro PCs in 2026
- Best Gaming Mice for 2026
- Best Mechanical Keyboards for Gaming in 2026
- Best CPU Coolers for 2026
- Best NVMe External Enclosures for 2026
- Best NVMe SSDs for Gaming in 2026
- Best GPUs for 4K Gaming in 2026
- Best Retro Gaming Consoles & Handhelds for 2026
- Best GPUs for Running Local LLMs in 2026
- Best Gaming Monitors for 2026
- Best PC Cases for Building in 2026
Hardware benchmark data on SpecPicks
All benchmarks →- AMD Ryzen 7 9700F — benchmarks & specs
- NVIDIA GeForce RTX 5090 — benchmarks & specs
- Intel Arc A750 — benchmarks & specs
- AMD Ryzen Threadripper PRO 9975WX — benchmarks & specs
- NVIDIA GeForce GTX 1650 — benchmarks & specs
- AMD Ryzen Threadripper PRO 5965WX — benchmarks & specs
- GeForce 3 Ti 500 — benchmarks & specs
- Intel Core i5-14600K — benchmarks & specs
- Radeon RX 6400 — benchmarks & specs
- AMD Ryzen 3 7440U — benchmarks & specs
- Ryzen 5 1600 — benchmarks & specs
- Radeon RX 7900 XT — benchmarks & specs
- AMD Radeon Pro W7800 32GB — benchmarks & specs
- AMD Ryzen 3 5300GE — benchmarks & specs
- Ryzen 5 4500U — benchmarks & specs
- AMD Instinct MI355X 288GB — benchmarks & specs
- Ryzen 7 5800H — benchmarks & specs
- AMD Ryzen 7 PRO 5850U — benchmarks & specs
- Apple M2 Pro 12 Core 3480 MHz — benchmarks & specs
- AMD Ryzen 5 PRO 7645 — benchmarks & specs
- NVIDIA GeForce RTX 3060 12 GB — benchmarks & specs
- GeForce RTX 4070 Ti — benchmarks & specs
- Ryzen 5 5600G — benchmarks & specs
- Radeon RX 9060 XT 16GB — benchmarks & specs