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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

gemma4:31b

OLLAMA GGUF

gemma4 · 31.3B · Q4_K_M

Excellent

Jul 7, 2026 · Cortex-X925

Global Score
82 vs 83
Hardware Fit
81 vs 60
Quality Score
82 vs 93

Hardware

qwen3.5:9b gemma4:31b
MachineAZW GTR ProASUSTeK COMPUTER INC. GX10
CPUAMD RYZEN AI MAX+ 395 w/ Radeon 8060SCortex-X925
Cores3220
RAM125 GB122 GB
GPUIntegrated / Apple SiliconDevice 2e12
OSUbuntu 24.04.4 LTSUbuntu 24.04.4 LTS
Archx64arm64
Power Modeperformanceperformance

Performance

qwen3.5:9b gemma4:31b
Tokens/sec30.810.9
First chunk195 ms681 ms
TTFT195 ms681 ms
Load time6.8 s16.6 s
Memory usage18.8 GB21.4 GB
Memory %15%18%

HW Fit Score Breakdown

qwen3.5:9b

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

gemma4:31b

Speed
10/50
TTFT
20/20
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

gemma4:31b

Reasoning
19/20
Coding
19/20
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