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qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Excellent

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

gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

Global Score
82 vs 88
Hardware Fit
81 vs 86
Quality Score
82 vs 89

Hardware

qwen3.5:9b gemma4:12b-it-qat
MachineAZW GTR ProMac mini
CPUAMD RYZEN AI MAX+ 395 w/ Radeon 8060SApple M4 Pro
Cores3212
RAM125 GB24 GB
GPUIntegrated / Apple SiliconApple M4 Pro
OSUbuntu 24.04.4 LTSmacOS 15.6.1
Archx64arm64
Power Modeperformancebalanced

Performance

qwen3.5:9b gemma4:12b-it-qat
Tokens/sec30.830.0
First chunk195 ms686 ms
TTFT195 ms7.1 s
Load time6.8 s5.4 s
Memory usage18.8 GB7.1 GB
Memory %15%30%

HW Fit Score Breakdown

qwen3.5:9b

Speed
31/50
TTFT
20/20
Memory
30/30

gemma4:12b-it-qat

Speed
50/50
TTFT
6/20
Memory
30/30

Quality

qwen3.5:9b

Reasoning
14/20
Coding
17/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong

gemma4:12b-it-qat

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