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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

Kimi-48B:48B

OLLAMA GGUF

kimi-linear · 49.1B · unknown

Excellent

Aug 19, 2026 · AMD Ryzen 9 9955HX3D 16-Core Processor

Global Score
76 vs 85
Hardware Fit
45 vs 78
Quality Score
89 vs 88

Hardware

Gemma4-31B:31B Kimi-48B:48B
MachineGMKtec NucBox EVO-T2SHP HyperX OMEN Gaming Laptop 16-ap1xxx
CPUIntel Core™ Ultra X7 358HAMD Ryzen 9 9955HX3D 16-Core Processor
Cores1632
RAM64 GB31 GB
GPUIntel(R) Arc(TM) B390 GPUAMD Radeon(TM) 610M, NVIDIA GeForce RTX 5070 Laptop GPU
OSMicrosoft Windows 11 Pro 10.0.26200Microsoft Windows 11 Home 10.0.26200
Archx64x64
Power Modebalancedbalanced

Performance

Gemma4-31B:31B Kimi-48B:48B
Tokens/sec3.842.3
First chunk3536 ms718 ms
TTFT3.5 s718 ms
Load time19.6 s28.5 s
Memory usage19.9 GB25.8 GB
Memory %31%83%

HW Fit Score Breakdown

Gemma4-31B:31B

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

Kimi-48B:48B

Speed
50/50
TTFT
20/20
Memory
8/30

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

Kimi-48B:48B

Reasoning
16/20
Coding
18/20
Instruction
15/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong 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