gemma4:12b-mlx
OLLAMA GGUFAug 24, 2026 · Apple M1 Pro
Qwen3.8-27B-UD-Q3_K_XL
OLLAMA GGUFllama · 27.3B · Q4_K
Aug 23, 2026 · Intel Gen Intel® Core™ i5-12600K
Global Score
71 vs 90
Hardware Fit
76 vs 97
Quality Score
69 vs 87
Hardware
gemma4:12b-mlx Qwen3.8-27B-UD-Q3_…
MachineMacBook Pro—
CPUApple M1 ProIntel Gen Intel® Core™ i5-12600K
Cores1016
RAM16 GB31 GB
GPUApple M1 ProAlderLake-S GT1, AD106 [GeForce RTX 4060 Ti 16GB]
OSmacOS 26.6.2Ubuntu 24.04.4 LTS
Archarm64x64
Power Modebalancedlow-power
Performance
gemma4:12b-mlx Qwen3.8-27B-UD-Q3_…
Tokens/sec25.039.0
First chunk787 ms305 ms
TTFT30.0 s305 ms
Load time4.0 s0.0 s
Memory usage7.1 GB12.5 GB
Memory %45%41%
HW Fit Score Breakdown
gemma4:12b-mlx
Speed
50/50
TTFT
0/20
Memory
26/30
Qwen3.8-27B-UD-Q3_K_XL
Speed
50/50
TTFT
20/20
Memory
27/30
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
Qwen3.8-27B-UD-Q3_K_XL
Reasoning
17/20
Coding
19/20
Instruction
15/20
Structured
15/15
Math
11/15
Multilingual
10/10
Reasoning: Strong Coding: Strong Instruction Following: Strong 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