Back to leaderboard

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

Qwen3.8-27B-UD-IQ4_XS_unsloth:latest

OLLAMA GGUF

qwen35 · 27.3B · IQ4_XS

Excellent

Aug 27, 2026 · AMD Ryzen 7 9700X 8-Core Processor

Global Score
85 vs 80
Hardware Fit
64 vs 60
Quality Score
94 vs 89

Hardware

gemma-4-31b-it-mlx Qwen3.8-27B-UD-IQ4…
MachineMacBook ProMicro-Star International Co., Ltd. MS-7E51
CPUApple M4 MaxAMD Ryzen 7 9700X 8-Core Processor
Cores1616
RAM128 GB31 GB
GPUApple M4 MaxNVIDIA GeForce RTX 5080, AMD Radeon(TM) Graphics
OSmacOS 26.5.2Microsoft Windows 11 Pro 10.0.26200
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx Qwen3.8-27B-UD-IQ4…
Tokens/sec13.610.8
First chunk16 ms891 ms
TTFT558 ms891 ms
Load time12.3 s0.0 s
Memory usage0.0 GB17.6 GB
Memory %0%57%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

Speed
14/50
TTFT
20/20
Memory
30/30

Qwen3.8-27B-UD-IQ4_XS_u…

Speed
18/50
TTFT
20/20
Memory
22/30

Quality

gemma-4-31b-it-mlx

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
14/15
Multilingual
9/10
Reasoning: Strong Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

Qwen3.8-27B-UD-IQ4_XS_u…

Reasoning
17/20
Coding
18/20
Instruction
18/20
Structured
15/15
Math
11/15
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