Back to leaderboard

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

gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

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

Hardware

Qwen3.8-27B-UD-IQ4… gemma-4-31b-it-mlx
MachineMicro-Star International Co., Ltd. MS-7E51MacBook Pro
CPUAMD Ryzen 7 9700X 8-Core ProcessorApple M4 Max
Cores1616
RAM31 GB128 GB
GPUNVIDIA GeForce RTX 5080, AMD Radeon(TM) GraphicsApple M4 Max
OSMicrosoft Windows 11 Pro 10.0.26200macOS 26.5.2
Archx64arm64
Power Modebalancedbalanced

Performance

Qwen3.8-27B-UD-IQ4… gemma-4-31b-it-mlx
Tokens/sec10.813.6
First chunk891 ms16 ms
TTFT891 ms558 ms
Load time0.0 s12.3 s
Memory usage17.6 GB0.0 GB
Memory %57%0%

HW Fit Score Breakdown

Qwen3.8-27B-UD-IQ4_XS_u…

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

gemma-4-31b-it-mlx

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

Quality

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

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
View Qwen3.8-27B-UD-IQ4… details | View gemma-4-31b-it-mlx 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