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Contributed byMarcel SommerNVIDIA

NVIDIA-Nemotron-3-Nano-30B-A3B

Performance benchmark · measured on 31.07.2026 15:30

Benchmark-IDrun-20260804-052131-349ba0
Timebench 3 - Kombi (Prefill + Generation)MoE30BRuntime: openclaw_cliQuantisierung: IQ4_NL
Generation404,72tok/s
Prefill4.792,51tok/s
Time to First Token5.225,50ms
Total duration61,37s
Concurrency10parallel
Ranking in the field
40of 79 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 10× concurrent

This run is better than 50 % of all comparable systems.
Generation 404,7 tok/s
-22 % vs Ø 517,0
Prefill 4.792,5 tok/s
-3 % vs Ø 4.927,7
Time to First Token 5.226 ms
-91 % vs Ø 57.360
Distribution in the field0 – 2.264 tok/s
Ø 517 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

How does this benchmark compare on other GPUs?

Same model on different hardware · 10× concurrent · Generation (tok/s)

Hardware

GPU: NVIDIA GeForce RTX 3090 Ti · 24 GB VRAM
CPU: AMD Ryzen 5 5600X 6-Core Processor
RAM: 30 GB
Mainboard: ASUSTeK COMPUTER INC. PRIME A520M-K

Setup

Runtime: openclaw_cli
Quantization: IQ4_NL
Model: NVIDIA-Nemotron-3-Nano-30B-A3B

Configuration

benchmark-konfiguration — run-20260804-052131-349ba0
# LLM-Benchmark Konfiguration # Modell : NVIDIA-Nemotron-3-Nano-30B-A3B # Run-ID : run-20260804-052131-349ba0 # GPU : NVIDIA GeForce RTX 3090 Ti # CPU : AMD Ryzen 5 5600X 6-Core Processor # RAM : 30 GB bench@llm-benchmark:~$ cat benchmark.conf execution_type local
execution_typelocal

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Model comparison

NVIDIA-Nemotron-3-Nano-30B-A3B on various hardware

All published performance runs of this model – each bubble a variant: position = prefill (X) × generation (Y), bubble size = number of runs. Closer to the top right = faster. ★ Marked gold = this benchmark.

GPUby graphics card

2.3071.7301.1535770,003.7347.46711.201Prefill (tok/s)Generation (tok/s)NVIDIA RTX PRO 6000 Blackwell Workstation Edition - 1.775,6 tok/s Generation, 9.038 tok/s Prefill, TTFT 3.364 ms (8 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA GeForce RTX 5090 - 1.722,1 tok/s Generation, 5.965 tok/s Prefill, TTFT 3.591 ms (3 Laufe)NVIDIA GeForce RTX 50...NVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition - 1.654,6 tok/s Generation, 8.091 tok/s Prefill, TTFT 3.398 ms (9 Laufe)NVIDIA RTX PRO 6000 B...NVIDIA RTX A6000 - 756,7 tok/s Generation, 7.661 tok/s Prefill, TTFT 3.400 ms (24 Laufe)NVIDIA RTX A6000AMD Radeon AI PRO R9700 - 294,4 tok/s Generation, 3.136 tok/s Prefill, TTFT 23.156 ms (31 Laufe)AMD Radeon AI PRO R97...NVIDIA GeForce RTX 5070 Ti - 263,3 tok/s Generation, 688 tok/s Prefill, TTFT 27.273 ms (3 Laufe)NVIDIA GeForce RTX 50...AMD Radeon RX 7900 XTX - 244,9 tok/s Generation, 2.834 tok/s Prefill, TTFT 4.115 ms (3 Laufe)AMD Radeon RX 7900 XTXNVIDIA DGX SPARK (GB10) - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)NVIDIA DGX SPARK (GB1...NVIDIA GeForce RTX 2060 - 15,1 tok/s Generation, 36 tok/s Prefill, TTFT 283.946 ms (3 Laufe)NVIDIA GeForce RTX 20...CPU-only - 6,6 tok/s Generation, 72 tok/s Prefill, TTFT 131.051 ms (3 Laufe)CPU-onlyNVIDIA GeForce RTX 3090 Ti - 897,5 tok/s Generation, 3.945 tok/s Prefill, TTFT 4.691 ms (6 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 30...
NVIDIA RTX PRO 6000 Blackwell Workstation Edition 1.775,6 tok/sNVIDIA GeForce RTX 5090 1.722,1 tok/sNVIDIA RTX PRO 6000 Blackwell Max-Q Workstation Edition 1.654,6 tok/s★ NVIDIA GeForce RTX 3090 Ti 897,5 tok/s this runNVIDIA RTX A6000 756,7 tok/sAMD Radeon AI PRO R9700 294,4 tok/sNVIDIA GeForce RTX 5070 Ti 263,3 tok/sAMD Radeon RX 7900 XTX 244,9 tok/sNVIDIA DGX SPARK (GB10) 58,3 tok/sNVIDIA GeForce RTX 2060 15,1 tok/sCPU-only 6,6 tok/s

CPUby processor

2.3071.7301.1535770,003.8617.72211.583Prefill (tok/s)Generation (tok/s)AMD Ryzen 9 9950X 16-Core Processor - 1.773,5 tok/s Generation, 9.352 tok/s Prefill, TTFT 2.935 ms (6 Laufe)AMD Ryzen 9 9950X 16-...AMD Ryzen 7 5800X3D 8-Core Processor - 1.722,1 tok/s Generation, 5.965 tok/s Prefill, TTFT 3.591 ms (3 Laufe)AMD Ryzen 7 5800X3D 8...AMD Ryzen Threadripper PRO 9965WX 24-Cores - 1.654,6 tok/s Generation, 8.091 tok/s Prefill, TTFT 3.398 ms (9 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 9 8945HX with Radeon Graphics - 897,5 tok/s Generation, 3.908 tok/s Prefill, TTFT 6.463 ms (3 Laufe)AMD Ryzen 9 8945HX wi...AMD Ryzen Threadripper PRO 7955WX 16-Cores - 756,7 tok/s Generation, 5.219 tok/s Prefill, TTFT 15.167 ms (52 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 3 3100 4-Core Processor - 294,4 tok/s Generation, 3.223 tok/s Prefill, TTFT 3.585 ms (3 Laufe)AMD Ryzen 3 3100 4-Co...AMD Ryzen Threadripper PRO 5975WX 32-Cores - 263,3 tok/s Generation, 688 tok/s Prefill, TTFT 27.273 ms (3 Laufe)AMD Ryzen Threadrippe...Intel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz - 244,9 tok/s Generation, 1.435 tok/s Prefill, TTFT 144.030 ms (6 Laufe)Intel(R) Xeon(R) CPU ...NVIDIA Grace - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)NVIDIA GraceIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz - 6,6 tok/s Generation, 72 tok/s Prefill, TTFT 131.051 ms (3 Laufe)Intel(R) Xeon(R) CPU ...AMD Ryzen 5 5600X 6-Core Processor - 1.775,6 tok/s Generation, 5.628 tok/s Prefill, TTFT 3.612 ms (5 Laufe) | DIESER LAUF★ AMD Ryzen 5 5600X 6-C...
★ AMD Ryzen 5 5600X 6-Core Processor 1.775,6 tok/s this runAMD Ryzen 9 9950X 16-Core Processor 1.773,5 tok/sAMD Ryzen 7 5800X3D 8-Core Processor 1.722,1 tok/sAMD Ryzen Threadripper PRO 9965WX 24-Cores 1.654,6 tok/sAMD Ryzen 9 8945HX with Radeon Graphics 897,5 tok/sAMD Ryzen Threadripper PRO 7955WX 16-Cores 756,7 tok/sAMD Ryzen 3 3100 4-Core Processor 294,4 tok/sAMD Ryzen Threadripper PRO 5975WX 32-Cores 263,3 tok/sIntel(R) Xeon(R) CPU E5-4657L v2 @ 2.40GHz 244,9 tok/sNVIDIA Grace 58,3 tok/sIntel(R) Xeon(R) CPU E5-4620 v2 @ 2.60GHz 6,6 tok/s

MBby mainboard

2.2971.7221.1485740,003.8247.64811.472Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING - 1.775,6 tok/s Generation, 6.818 tok/s Prefill, TTFT 4.015 ms (5 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI - 1.773,5 tok/s Generation, 9.352 tok/s Prefill, TTFT 2.935 ms (6 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 1.654,6 tok/s Generation, 5.643 tok/s Prefill, TTFT 13.430 ms (61 Laufe)ASUSTeK COMPUTER INC....Meigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) - 897,5 tok/s Generation, 3.908 tok/s Prefill, TTFT 6.463 ms (3 Laufe)Meigao Innovation Tec...ASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING - 294,4 tok/s Generation, 3.223 tok/s Prefill, TTFT 3.585 ms (3 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI - 263,3 tok/s Generation, 688 tok/s Prefill, TTFT 27.273 ms (3 Laufe)ASUSTeK COMPUTER INC....Dell Inc. PowerEdge R820 - 244,9 tok/s Generation, 980 tok/s Prefill, TTFT 139.704 ms (9 Laufe)Dell Inc. PowerEdge R...ASUSTeK COMPUTER INC. GX10 - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. PRIME A520M-K - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
ASUSTeK COMPUTER INC. ROG STRIX B550-A GAMING 1.775,6 tok/sASUSTeK COMPUTER INC. ProArt X870E-CREATOR WIFI 1.773,5 tok/sASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 1.654,6 tok/sMeigao Innovation Technology (Shen Zhen) Co., Ltd DRFXL (MotherBoard Series) 897,5 tok/s★ ASUSTeK COMPUTER INC. PRIME A520M-K 404,7 tok/s this runASUSTeK COMPUTER INC. ROG STRIX X570-F GAMING 294,4 tok/sASUSTeK COMPUTER INC. Pro WS WRX80E-SAGE SE WIFI 263,3 tok/sDell Inc. PowerEdge R820 244,9 tok/sASUSTeK COMPUTER INC. GX10 58,3 tok/s

ENGby engine

2.2271.6711.1145570,01.6926.05010.40814.766Prefill (tok/s)Generation (tok/s)llama.cpp - 1.775,6 tok/s Generation, 3.973 tok/s Prefill, TTFT 28.325 ms (78 Laufe)llama.cppvLLM - 588,5 tok/s Generation, 12.484 tok/s Prefill, TTFT 1.330 ms (13 Laufe)vLLMunbekannt - 404,7 tok/s Generation, 3.981 tok/s Prefill, TTFT 2.919 ms (3 Laufe)unbekannt
llama.cpp 1.775,6 tok/svLLM 588,5 tok/sunbekannt 404,7 tok/s

DRVby driver

2.2971.7221.1485740,04.7615.1255.4885.851Prefill (tok/s)Generation (tok/s)unbekannt - 1.775,6 tok/s Generation, 5.147 tok/s Prefill, TTFT 24.032 ms (93 Laufe)unbekanntNVIDIA 590.48.01 / CUDA 13.1 - 58,3 tok/s Generation, 5.466 tok/s Prefill, TTFT 395 ms (1 Lauf)NVIDIA 590.48.01 / CU...
unbekannt 1.775,6 tok/sNVIDIA 590.48.01 / CUDA 13.1 58,3 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (10× concurrent). Methodology →

⚙️ ConfigurationAll metrics and charts below follow these settings – based on a 24-month runtime.Save to URLReset
⚡ Electricity price EUR/kWh
⚙️ System utilization 100 %
🖥️ Acquisition EUR
🔌 Idle 25 W
⚡ TDP 450 W
☁️ External LLM (API)
Electricity0.30 EUR/kWh
Avg power (incl. idle)450 W estimated (TDP)GPU 450 W full load
Avg cost / hourEUR 0.14
Electricity / 1M tokensEUR 0.093
Token / kWh3.24M
Acquisition (system)EUR 1,270 partial priceGPU EUR 999 · CPU EUR 121 · PSU EUR 150
Electricity (2 years)–
TCO (2 years)EUR 3,635
Output tokens (2 years)25.53B
☁️ External LLM (API) – comparison
External LLM cost (2 years)–
Savings vs. external (2 years)–

All values above and the charts below take the configured system utilization into account: at X% the system generates only X% of the time, the rest it idles (25 W). Cost per hour drops (more idle), cost per token rises.

Cost over 2 years – electricity only

Cost over 2 years – incl. acquisition (TCO)

Speed vs. tokens per euro

Euro per 1M tokens

Comparison vs. API – economics per benchmark

NVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA GeForce RTX 3090 TiNVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation EditionNVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA RTX PRO 6000 Blackwell Workstation EditionNVIDIA-Nemotron-3-Nano-30B-A3BNVIDIA GeForce RTX 5090
Electricity cost (24 mo.)––––
Acquisition cost––––
Total cost (TCO)––––
Generated tokens (24 mo.)––––
Token price via API––––
Break-even point (days)––––
Result (savings / extra cost)––––

Comparison with up to 3 next-best runs of this model at the same concurrency (at least one on different hardware). Power = GPU TDP + CPU (idle + 15 %) + board (estimated), acquisition = full system (GPU + CPU + board + RAM + PSU), prices = stored market prices.

Contributed by

Marcel Sommer

@marcelsommer