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Contributed byMarcel SommerGoogle

gemma4:31b

Performance benchmark · measured on 03.08.2026 20:47

Benchmark-IDrun-20260804-052133-f1716d
Timebench 3 - Kombi (Prefill + Generation)Dense31BRuntime: openclaw_cli
Generation28,74tok/s
Prefill937,69tok/s
Time to First Token2.109,50ms
Total duration76,09s
Concurrency1parallel
Ranking in the field
60of 115 systems

Performance benchmark · Primary metric: Generation-Speed (tok/s) · 1× concurrent

This run is better than 48 % of all comparable systems.
Generation 28,7 tok/s
-60 % vs Ø 72,7
Prefill 937,7 tok/s
-58 % vs Ø 2.240,7
Time to First Token 2.110 ms
-98 % vs Ø 124.661
Distribution in the field1 – 246 tok/s
Ø 73 Median Dieser Lauf

Wie schlägt sich dieser Benchmark mit anderen Modellen?

How does this benchmark compare on other GPUs?

Same model on different hardware · 1× 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: -
Model: gemma4:31b

Configuration

benchmark-konfiguration — run-20260804-052133-f1716d
# LLM-Benchmark Konfiguration # Modell : gemma4:31b # Run-ID : run-20260804-052133-f1716d # 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

All benchmarks of this model To leaderboard

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Model comparison

gemma4:31b 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

22116611155,40,0433887331.078Prefill (tok/s)Generation (tok/s)AMD Radeon AI PRO R9700 - 24,4 tok/s Generation, 219 tok/s Prefill, TTFT 271 ms (8 Laufe)AMD Radeon AI PRO R97...NVIDIA GeForce RTX 3090 Ti - 174,1 tok/s Generation, 901 tok/s Prefill, TTFT 22.889 ms (6 Laufe) | DIESER LAUF★ NVIDIA GeForce RTX 30...
★ NVIDIA GeForce RTX 3090 Ti 174,1 tok/s this runAMD Radeon AI PRO R9700 24,4 tok/s

CPUby processor

22116611155,40,0433887331.078Prefill (tok/s)Generation (tok/s)AMD Ryzen Threadripper PRO 7955WX 16-Cores - 24,4 tok/s Generation, 219 tok/s Prefill, TTFT 271 ms (8 Laufe)AMD Ryzen Threadrippe...AMD Ryzen 5 5600X 6-Core Processor - 174,1 tok/s Generation, 901 tok/s Prefill, TTFT 22.889 ms (6 Laufe) | DIESER LAUF★ AMD Ryzen 5 5600X 6-C...
★ AMD Ryzen 5 5600X 6-Core Processor 174,1 tok/s this runAMD Ryzen Threadripper PRO 7955WX 16-Cores 24,4 tok/s

MBby mainboard

22116611155,40,0433887331.078Prefill (tok/s)Generation (tok/s)ASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE - 24,4 tok/s Generation, 219 tok/s Prefill, TTFT 271 ms (8 Laufe)ASUSTeK COMPUTER INC....ASUSTeK COMPUTER INC. PRIME A520M-K - 174,1 tok/s Generation, 901 tok/s Prefill, TTFT 22.889 ms (6 Laufe) | DIESER LAUF★ ASUSTeK COMPUTER INC....
★ ASUSTeK COMPUTER INC. PRIME A520M-K 174,1 tok/s this runASUSTeK COMPUTER INC. Pro WS WRX90E-SAGE SE 24,4 tok/s

ENGby engine

22116611155,40,0108319529740Prefill (tok/s)Generation (tok/s)unbekannt - 174,1 tok/s Generation, 628 tok/s Prefill, TTFT 13.842 ms (10 Laufe)unbekanntvLLM - 24,4 tok/s Generation, 219 tok/s Prefill, TTFT 271 ms (4 Laufe)vLLM
unbekannt 174,1 tok/svLLM 24,4 tok/s

DRVby driver

22116611155,40,0108319529740Prefill (tok/s)Generation (tok/s)unbekannt - 174,1 tok/s Generation, 628 tok/s Prefill, TTFT 13.842 ms (10 Laufe)unbekanntAMD 7.0.0-27-generic - 24,4 tok/s Generation, 219 tok/s Prefill, TTFT 271 ms (4 Laufe)AMD 7.0.0-27-generic
unbekannt 174,1 tok/sAMD 7.0.0-27-generic 24,4 tok/s
💰 Economics

Economics of this run

Operating cost, TCO and comparison with the next-best runs of the same model at identical concurrency (1× 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 1.30
Token / kWh229.92K
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)1.81B
☁️ 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

gemma4:31bNVIDIA GeForce RTX 3090 Tigemma4:31bNVIDIA GeForce RTX 3090 Tigemma4:31b2x AMD Radeon AI PRO R9700gemma4:31b2x AMD Radeon AI PRO R9700
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