Back to leaderboard

gemma4:12b-it-qat

OLLAMA GGUF

gemma4 · 11.9B · Q4_0

Excellent

Jun 25, 2026 · Apple M4 Pro

qwen3.6-35b-a3b-claude-4.7-opus-reasoning-distilled-apex-mtp

LM-STUDIO GGUF

qwen35moe · 35B

Excellent

Jun 19, 2026 · AMD Ryzen 5 5600X 6-Core Processor

Global Score
88 vs 92
Hardware Fit
86 vs 87
Quality Score
89 vs 94

Hardware

gemma4:12b-it-qat qwen3.6-35b-a3b-cl…
MachineMac miniGigabyte Technology Co., Ltd. B550M AORUS PRO
CPUApple M4 ProAMD Ryzen 5 5600X 6-Core Processor
Cores1212
RAM24 GB47 GB
GPUApple M4 ProAD106 [GeForce RTX 4060 Ti]
OSmacOS 15.6.1cachyos rolling
Archarm64x64
Power Modebalancedlow-power

Performance

gemma4:12b-it-qat qwen3.6-35b-a3b-cl…
Tokens/sec30.042.6
First chunk686 ms13 ms
TTFT7.1 s3.1 s
Load time5.4 sN/A
Memory usage7.1 GB23.2 GB
Memory %30%49%

HW Fit Score Breakdown

gemma4:12b-it-qat

Speed
50/50
TTFT
6/20
Memory
30/30

qwen3.6-35b-a3b-claude-…

Speed
50/50
TTFT
12/20
Memory
25/30

Quality

gemma4:12b-it-qat

Reasoning
18/20
Coding
18/20
Instruction
14/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

qwen3.6-35b-a3b-claude-…

Reasoning
20/20
Coding
16/20
Instruction
19/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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