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gemma4:12b-fast

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Nov 13, 2026 · Intel Gen Intel® Core™ i7-12700

winnow-12b

LM-STUDIO GGUF

gemma4 · 12B · Q8_0

Good

Nov 1, 2026 · AMD RYZEN AI MAX+ 395

Global Score
85 vs 77
Hardware Fit
80 vs 38
Quality Score
87 vs 93

Hardware

gemma4:12b-fast winnow-12b
MachineASUSGMKtec EVO-X3
CPUIntel Gen Intel® Core™ i7-12700AMD RYZEN AI MAX+ 395
Cores2032
RAM30 GB120 GB
GPUAlder Lake-S GT1 [UHD Graphics 770], NVIDIA GeForce RTX 3060AMD Radeon(TM) 8060S Graphics
OSUbuntu 26.04.1 LTSMicrosoft Windows 11 Pro 10.0.26300
Archx64x64
Power Modelow-powerbalanced

Performance

gemma4:12b-fast winnow-12b
Tokens/sec75.912.9
First chunk169 ms19 ms
TTFT30.0 s9.7 s
Load time8.4 s86.2 s
Memory usage1.3 GB51.3 GB
Memory %5%43%

HW Fit Score Breakdown

gemma4:12b-fast

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

winnow-12b

Speed
11/50
TTFT
0/20
Memory
27/30

Quality

gemma4:12b-fast

Reasoning
18/20
Coding
14/20
Instruction
16/20
Structured
15/15
Math
14/15
Multilingual
10/10
Reasoning: Strong Coding: Adequate Instruction Following: Strong Structured Output: Strong Math: Strong Multilingual: Strong

winnow-12b

Reasoning
19/20
Coding
19/20
Instruction
18/20
Structured
15/15
Math
12/15
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
$ metrillm

Requires Node 20+ and Ollama or LM Studio running

Or run without installing: npx metrillm@latest