Back to leaderboard

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Nov 13, 2026 · Intel Gen Intel® Core™ i7-12700

qwen3.5-9b

LM-STUDIO GGUF

qwen35 · 9B · Q4_K_S

Not Rec.

Mar 14, 2026 · Apple M4

Global Score
86 vs 72
Hardware Fit
80 vs 51
Quality Score
89 vs 81

Hardware

gemma4:12b qwen3.5-9b
MachineASUSMacBook Air
CPUIntel Gen Intel® Core™ i7-12700Apple M4
Cores2010
RAM30 GB32 GB
GPUAlder Lake-S GT1 [UHD Graphics 770], NVIDIA GeForce RTX 3060Apple M4
OSUbuntu 26.04.1 LTSmacOS 26.3
Archx64arm64
Power Modelow-powerbalanced

Performance

gemma4:12b qwen3.5-9b
Tokens/sec74.414.4
First chunk152 ms4 ms
TTFT30.0 s824 ms
Load time0.0 sN/A
Memory usage0.8 GB48.3 GB
Memory %3%151%

HW Fit Score Breakdown

gemma4:12b

Speed
50/50
TTFT
0/20
Memory
30/30

qwen3.5-9b

Speed
31/50
TTFT
20/20
Memory
0/30

Quality

gemma4:12b

Reasoning
18/20
Coding
15/20
Instruction
17/20
Structured
15/15
Math
14/15
Multilingual
10/10
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
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest