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Gemma4-31B:31B

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Not Rec.

Aug 18, 2026 · Intel Core™ Ultra X7 358H

qwen3.5-9b@q5_k_xl

LM-STUDIO GGUF

qwen35 · 9B · Q5_K_XL

Good

Jun 29, 2026 · Intel Gen Intel® Core™ i9-11900H

Global Score
76 vs 73
Hardware Fit
45 vs 47
Quality Score
89 vs 84

Hardware

Gemma4-31B:31B qwen3.5-9b@q5_k_xl
MachineGMKtec NucBox EVO-T2SDocker Container
CPUIntel Core™ Ultra X7 358HIntel Gen Intel® Core™ i9-11900H
Cores1616
RAM64 GB15 GB
GPUIntel(R) Arc(TM) B390 GPUTigerLake-H GT1 [UHD Graphics]
OSMicrosoft Windows 11 Pro 10.0.26200Ubuntu 26.04 LTS
Archx64x64
Power Modebalancedperformance

Performance

Gemma4-31B:31B qwen3.5-9b@q5_k_xl
Tokens/sec3.85.6
First chunk3536 ms19 ms
TTFT3.5 s5.6 s
Load time19.6 s12.5 s
Memory usage19.9 GB0.0 GB
Memory %31%0%

HW Fit Score Breakdown

Gemma4-31B:31B

Speed
5/50
TTFT
10/20
Memory
30/30

qwen3.5-9b@q5_k_xl

Speed
10/50
TTFT
7/20
Memory
30/30

Quality

Gemma4-31B:31B

Reasoning
18/20
Coding
19/20
Instruction
15/20
Structured
14/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

qwen3.5-9b@q5_k_xl

Reasoning
15/20
Coding
17/20
Instruction
17/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

Run yours and compare

$ npm install -g metrillm@latest
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest