gemma4:12b-mlx
OLLAMA GGUFAug 24, 2026 · Apple M1 Pro
qwen3-235b-a22b-t48-c8k:latest
OLLAMA GGUFqwen3moe · 235.1B · Q4_K_M
Aug 23, 2026 · Intel Xeon® E5-4650 v2
Global Score
71 vs 61
Hardware Fit
76 vs 31
Quality Score
69 vs 74
Hardware
gemma4:12b-mlx qwen3-235b-a22b-t4…
MachineMacBook ProDell Inc. PowerEdge R820
CPUApple M1 ProIntel Xeon® E5-4650 v2
Cores1080
RAM16 GB256 GB
GPUApple M1 ProMicrosoft Remote Display Adapter, Microsoft Basic Display Adapter
OSmacOS 26.6.2Microsoft Windows Server 2022 Datacenter 10.0.20348
Archarm64x64
Power Modebalancedbalanced
Performance
gemma4:12b-mlx qwen3-235b-a22b-t4…
Tokens/sec25.01.7
First chunk787 ms3351 ms
TTFT30.0 s3.4 s
Load time4.0 s0.0 s
Memory usage7.1 GB134.2 GB
Memory %45%52%
HW Fit Score Breakdown
gemma4:12b-mlx
Speed
50/50
TTFT
0/20
Memory
26/30
qwen3-235b-a22b-t48-c8k…
Speed
1/50
TTFT
6/20
Memory
24/30
Quality
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
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
Run yours and compare
$
npm install -g metrillm@latest$
metrillmRequires Node 20+ and Ollama or LM Studio running
Or run without installing: npx metrillm@latest