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qwen3.5:27b

OLLAMA GGUF

qwen35 · 27.8B · Q4_K_M

Good

Mar 6, 2026 · AMD RYZEN AI MAX+ 395 w/ Radeon 8060S

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor

Global Score
79 vs 91
Hardware Fit
57 vs 89
Quality Score
89 vs 92

Hardware

qwen3.5:27b gemma-4-31b-it-qat
MachineAZW GTR ProASUS
CPUAMD RYZEN AI MAX+ 395 w/ Radeon 8060SAMD Ryzen 7 7800X3D 8-Core Processor
Cores3216
RAM125 GB31 GB
GPUIntegrated / Apple SiliconNVIDIA GeForce RTX 4090, Raphael
OSUbuntu 24.04.4 LTScachyos rolling
Archx64x64
Power Modeperformancelow-power

Performance

qwen3.5:27b gemma-4-31b-it-qat
Tokens/sec10.740.2
First chunk341 ms3 ms
TTFT341 ms302 ms
Load time10.2 sN/A
Memory usage39.7 GB18.8 GB
Memory %32%62%

HW Fit Score Breakdown

qwen3.5:27b

Speed
9/50
TTFT
20/20
Memory
28/30

gemma-4-31b-it-qat

Speed
50/50
TTFT
20/20
Memory
19/30

Quality

qwen3.5:27b

Reasoning
17/20
Coding
19/20
Instruction
16/20
Structured
15/15
Math
12/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

gemma-4-31b-it-qat

Reasoning
19/20
Coding
18/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
9/10
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