gemma-4-31b-it-qat
LM-STUDIO GGUFgemma4 · 31B · Q4_K_XL
Jul 7, 2026 · AMD Ryzen 7 7800X3D 8-Core Processor
qwen3.5-9b
LM-STUDIO GGUFqwen35 · 9B · Q4_K_S
Mar 12, 2026 · Apple M4 Pro
Global Score
91 vs 84
Hardware Fit
89 vs 91
Quality Score
92 vs 81
Hardware
gemma-4-31b-it-qat qwen3.5-9b
MachineASUSMac mini
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorApple M4 Pro
Cores1614
RAM31 GB64 GB
GPUNVIDIA GeForce RTX 4090, RaphaelApple M4 Pro
OScachyos rollingmacOS 15.7.4
Archx64arm64
Power Modelow-powerbalanced
Performance
gemma-4-31b-it-qat qwen3.5-9b
Tokens/sec40.230.2
First chunk3 ms499 ms
TTFT302 ms499 ms
Load timeN/AN/A
Memory usage18.8 GB6.7 GB
Memory %62%11%
HW Fit Score Breakdown
gemma-4-31b-it-qat
Speed
50/50
TTFT
20/20
Memory
19/30
qwen3.5-9b
Speed
41/50
TTFT
20/20
Memory
30/30
Quality
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
qwen3.5-9b
Reasoning
16/20
Coding
15/20
Instruction
16/20
Structured
15/15
Math
9/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest