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gemma-4-31b-it-mlx

LM-STUDIO MLX

gemma4 · 31B · 8bit

Excellent

Aug 19, 2026 · Apple M4 Max

qwen3-next-80b-t48:latest

OLLAMA GGUF

qwen3next · 79.7B · Q4_K_M

Not Rec.

Jul 31, 2026 · Intel Xeon® E5-4620 0

Global Score
85 vs 70
Hardware Fit
64 vs 39
Quality Score
94 vs 83

Hardware

gemma-4-31b-it-mlx qwen3-next-80b-t48…
MachineMacBook ProDell Inc. PowerEdge R820
CPUApple M4 MaxIntel Xeon® E5-4620 0
Cores1664
RAM128 GB256 GB
GPUApple M4 MaxMicrosoft Remote Display Adapter, Microsoft Basic Display Adapter
OSmacOS 26.5.2Microsoft Windows Server 2022 Datacenter 10.0.20348
Archarm64x64
Power Modebalancedbalanced

Performance

gemma-4-31b-it-mlx qwen3-next-80b-t48…
Tokens/sec13.63.0
First chunk16 ms3265 ms
TTFT558 ms3.3 s
Load time12.3 s82.1 s
Memory usage0.0 GB46.9 GB
Memory %0%18%

HW Fit Score Breakdown

gemma-4-31b-it-mlx

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

qwen3-next-80b-t48:latest

Speed
3/50
TTFT
6/20
Memory
30/30

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-next-80b-t48:latest

Reasoning
18/20
Coding
18/20
Instruction
9/20
Structured
15/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Weak Structured Output: Strong Math: Strong Multilingual: Strong
View gemma-4-31b-it-mlx details | View qwen3-next-80b-t48… 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