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qwen3-235b-a22b-t48-c8k:latest

OLLAMA GGUF

qwen3moe · 235.1B · Q4_K_M

Not Rec.

Aug 23, 2026 · Intel Xeon® E5-4650 v2

gemma4:12b-mlx

OLLAMA GGUF
Not Rec.

Aug 24, 2026 · Apple M1 Pro

Global Score
61 vs 71
Hardware Fit
31 vs 76
Quality Score
74 vs 69

Hardware

qwen3-235b-a22b-t4… gemma4:12b-mlx
MachineDell Inc. PowerEdge R820MacBook Pro
CPUIntel Xeon® E5-4650 v2Apple M1 Pro
Cores8010
RAM256 GB16 GB
GPUMicrosoft Remote Display Adapter, Microsoft Basic Display AdapterApple M1 Pro
OSMicrosoft Windows Server 2022 Datacenter 10.0.20348macOS 26.6.2
Archx64arm64
Power Modebalancedbalanced

Performance

qwen3-235b-a22b-t4… gemma4:12b-mlx
Tokens/sec1.725.0
First chunk3351 ms787 ms
TTFT3.4 s30.0 s
Load time0.0 s4.0 s
Memory usage134.2 GB7.1 GB
Memory %52%45%

HW Fit Score Breakdown

qwen3-235b-a22b-t48-c8k…

Speed
1/50
TTFT
6/20
Memory
24/30

gemma4:12b-mlx

Speed
50/50
TTFT
0/20
Memory
26/30

Quality

qwen3-235b-a22b-t48-c8k…

Reasoning
19/20
Coding
11/20
Instruction
7/20
Structured
14/15
Math
13/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Weak Structured Output: Strong Math: Strong Multilingual: Strong

gemma4:12b-mlx

Reasoning
14/20
Coding
10/20
Instruction
9/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Adequate Coding: Adequate Instruction Following: Weak 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