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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

Qwen3.8-27B-Ridge-3.7bpw_empero.ai:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ2_M

Good

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
76 vs 75
Hardware Fit
45 vs 99
Quality Score
89 vs 64

Hardware

Gemma4-31B:31B Qwen3.8-27B-Ridge-…
MachineGMKtec NucBox EVO-T2SMicro-Star International Co., Ltd. MS-7E51
CPUIntel Core™ Ultra X7 358HAMD Ryzen 7 9700X 8-Core Processor
Cores1616
RAM64 GB31 GB
GPUIntel(R) Arc(TM) B390 GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Pro 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

Gemma4-31B:31B Qwen3.8-27B-Ridge-…
Tokens/sec3.860.3
First chunk3536 ms154 ms
TTFT3.5 s154 ms
Load time19.6 s0.0 s
Memory usage19.9 GB11.0 GB
Memory %31%35%

HW Fit Score Breakdown

Gemma4-31B:31B

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

Qwen3.8-27B-Ridge-3.7bp…

Speed
50/50
TTFT
20/20
Memory
29/30

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

Qwen3.8-27B-Ridge-3.7bp…

Reasoning
20/20
Coding
17/20
Instruction
6/20
Structured
1/15
Math
14/15
Multilingual
6/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Poor Math: Strong Multilingual: Adequate

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