aya:8b

OLLAMA GGUF

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

qwen3.5:9b

OLLAMA GGUF

qwen35 · 9.7B · Q4_K_M

Marginal

Mar 5, 2026 · Apple M1 Max

Global Score

66 vs 53

Hardware Fit

92 vs 72

Quality Score

55 vs 45

Hardware

aya:8b qwen3.5:9b

MachineMacBook AirMacBook Pro

CPUApple M4Apple M1 Max

Cores1010

RAM32 GB32 GB

GPUApple M4Apple M1 Max

OSmacOS 26.3macOS 26.3

Archarm64arm64

Power Modebalancedbalanced

Performance

aya:8b qwen3.5:9b

Tokens/sec20.018.6

First chunkN/A403 ms

TTFT300 ms10.2 s

Load time0.9 s4.3 s

Memory usage6.0 GB9.1 GB

Memory %19%28%

HW Fit Score Breakdown

aya:8b

Speed

32/50

TTFT

30/20

Memory

30/30

qwen3.5:9b

Speed

38/50

TTFT

4/20

Memory

30/30

Quality

aya:8b

Reasoning

10/20

Coding

6/20

Instruction

13/20

Structured

15/15

Math

2/15

Multilingual

9/10

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

qwen3.5:9b

Reasoning

12/20

Coding

3/20

Instruction

5/20

Structured

6/15

Math

11/15

Multilingual

8/10

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

View aya:8b details | View qwen3.5:9b 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