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qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

aya:8b

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

Global Score
42 vs 70
Hardware Fit
60 vs 92
Quality Score
30 vs 55

Hardware

qwen3:8b aya:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modeunknownbalanced

Performance

qwen3:8b aya:8b
Tokens/sec18.220.0
TTFT12.4 s300 ms
Load time2.7 s0.9 s
Memory usage9.5 GB6.0 GB
Memory %30%19%

HW Fit Score Breakdown

qwen3:8b

Speed
27/40
TTFT
3/30
Memory
30/30

aya:8b

Speed
32/40
TTFT
30/30
Memory
30/30

Quality

qwen3:8b

Reasoning
9/20
Coding
0/20
Instruction
5/20
Structured
4/15
Math
3/15
Multilingual
9/10
Reasoning: Weak Coding: Poor Instruction Following: Weak Structured Output: Weak Math: Poor Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

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