cogito:8b

OLLAMA GGUF

llama · 8.0B · Q4_K_M

Good

Mar 6, 2026 · Apple M4

gemma-3-1b-it

LM-STUDIO GGUF

gemma3 · 1B · Q4_K_M

Marginal

Mar 5, 2026 · Intel Core™ i5-5300U

Global Score

77 vs 59

Hardware Fit

92 vs 76

Quality Score

70 vs 52

Hardware

cogito:8b gemma-3-1b-it

MachineMacBook AirLENOVO 20BUS00700

CPUApple M4Intel Core™ i5-5300U

Cores104

RAM32 GB16 GB

GPUApple M4Intel(R) HD Graphics 5500

OSmacOS 26.3Microsoft Windows 10 Professionnel 10.0.19045

Archarm64x64

Power Modebalancedbalanced

Performance

cogito:8b gemma-3-1b-it

Tokens/sec21.08.7

First chunk312 ms2078 ms

TTFT312 ms2.1 s

Load time0.8 sN/A

Memory usage10.4 GB0.8 GB

Memory %33%5%

HW Fit Score Breakdown

cogito:8b

Speed

42/50

TTFT

20/20

Memory

30/30

gemma-3-1b-it

Speed

29/50

TTFT

19/20

Memory

28/30

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

gemma-3-1b-it

Reasoning

4/20

Coding

11/20

Instruction

14/20

Structured

13/15

Math

2/15

Multilingual

8/10

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

View cogito:8b details | View gemma-3-1b-it 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