Back to leaderboard

gemma-4-31b-it-qat

LM-STUDIO GGUF

gemma4 · 31B · Q4_K_XL

Excellent

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

qwen3.8:latest

OLLAMA GGUF

qwen35 · 27.3B · Q4_K_M

Good

Oct 2, 2026 · AMD Ryzen 9 5950X 16-Core Processor

Global Score
91 vs 68
Hardware Fit
89 vs 22
Quality Score
92 vs 88

Hardware

gemma-4-31b-it-qat qwen3.8:latest
MachineASUSSystem manufacturer
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorAMD Ryzen 9 5950X 16-Core Processor
Cores1632
RAM31 GB32 GB
GPUNVIDIA GeForce RTX 4090, RaphaelNVIDIA GeForce RTX 3090
OScachyos rollingMicrosoft Windows 11 Pro 10.0.26300
Archx64x64
Power Modelow-powerbalanced

Performance

gemma-4-31b-it-qat qwen3.8:latest
Tokens/sec40.210.0
First chunk3 ms1041 ms
TTFT302 ms14.3 s
Load timeN/A22.3 s
Memory usage18.8 GB26.2 GB
Memory %62%82%

HW Fit Score Breakdown

gemma-4-31b-it-qat

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

qwen3.8:latest

Speed
12/50
TTFT
1/20
Memory
9/30

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

qwen3.8:latest

Reasoning
19/20
Coding
19/20
Instruction
10/20
Structured
15/15
Math
15/15
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