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

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Excellent

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

Global Score
91 vs 82
Hardware Fit
89 vs 81
Quality Score
92 vs 82

Hardware

gemma-4-31b-it-qat qwen3.5:9b
MachineASUSAZW GTR Pro
CPUAMD Ryzen 7 7800X3D 8-Core ProcessorAMD RYZEN AI MAX+ 395 w/ Radeon 8060S
Cores1632
RAM31 GB125 GB
GPUNVIDIA GeForce RTX 4090, RaphaelIntegrated / Apple Silicon
OScachyos rollingUbuntu 24.04.4 LTS
Archx64x64
Power Modelow-powerperformance

Performance

gemma-4-31b-it-qat qwen3.5:9b
Tokens/sec40.230.8
First chunk3 ms195 ms
TTFT302 ms195 ms
Load timeN/A6.8 s
Memory usage18.8 GB18.8 GB
Memory %62%15%

HW Fit Score Breakdown

gemma-4-31b-it-qat

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

qwen3.5:9b

Speed
31/50
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
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
View gemma-4-31b-it-qat details | View qwen3.5:9b 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