Back to leaderboard

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.0B · Q4_K_M

Excellent

Oct 31, 2026 · Intel Gen Intel® Core™ i9-12900H

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
85 vs 91
Hardware Fit
100 vs 89
Quality Score
79 vs 92

Hardware

qwen3.5:9b gemma-4-31b-it-qat
MachineMicro-Star International Co., Ltd. Stealth GS77 12UHASUS
CPUIntel Gen Intel® Core™ i9-12900HAMD Ryzen 7 7800X3D 8-Core Processor
Cores2016
RAM32 GB31 GB
GPUIntel(R) Iris(R) Xe Graphics, NVIDIA GeForce RTX 3080 Laptop GPUNVIDIA GeForce RTX 4090, Raphael
OSMicrosoft Windows 11 Home 10.0.26200cachyos rolling
Archx64x64
Power Modebalancedlow-power

Performance

qwen3.5:9b gemma-4-31b-it-qat
Tokens/sec41.440.2
First chunk162 ms3 ms
TTFT162 ms302 ms
Load time8.1 sN/A
Memory usage5.9 GB18.8 GB
Memory %19%62%

HW Fit Score Breakdown

qwen3.5:9b

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

gemma-4-31b-it-qat

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

Quality

qwen3.5:9b

Reasoning
14/20
Coding
15/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Adequate 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
View qwen3.5:9b details | View gemma-4-31b-it-qat details

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