cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

gemma4:12b

OLLAMA GGUF

gemma4 · 11.9B · Q4_K_M

Not Rec.

Jul 7, 2026 · Cortex-X925

Global Score

77 vs 77

Hardware Fit

92 vs 59

Quality Score

70 vs 84

Hardware

cogito:8b gemma4:12b

MachineMacBook AirASUSTeK COMPUTER INC. GX10

CPUApple M4Cortex-X925

Cores1020

RAM32 GB122 GB

GPUApple M4Device 2e12

OSmacOS 26.3Ubuntu 24.04.4 LTS

Archarm64arm64

Power Modebalancedperformance

Performance

cogito:8b gemma4:12b

Tokens/sec21.026.8

First chunk312 ms632 ms

TTFT312 ms30.0 s

Load time0.8 s5.4 s

Memory usage10.4 GB9.3 GB

Memory %33%8%

HW Fit Score Breakdown

cogito:8b

Speed

42/50

TTFT

20/20

Memory

30/30

gemma4:12b

Speed

29/50

TTFT

0/20

Memory

30/30

Quality

cogito:8b

Reasoning

14/20

Coding

13/20

Instruction

13/20

Structured

15/15

Math

5/15

Multilingual

10/10

Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong

gemma4:12b

Reasoning

17/20

Coding

17/20

Instruction

13/20

Structured

14/15

Math

13/15

Multilingual

10/10

Reasoning: Strong Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Strong Multilingual: Strong

View cogito:8b details | View gemma4:12b 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