Back to leaderboard

aya:8b

command-r · 8.0B · F16

Good

Mar 1, 2026 · Apple M4

qwen3.5:9b

qwen35 · 9.7B · Q4_K_M

Excellent

Mar 2, 2026 · Apple M4

Global Score
70 vs 80
Hardware Fit
92 vs 81
Quality Score
55 vs 80

Hardware

aya:8b qwen3.5:9b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

aya:8b qwen3.5:9b
Tokens/sec20.011.8
TTFT300 ms523 ms
Load time0.9 s2.9 s
Memory usage6.0 GB9.1 GB
Memory %19%28%

HW Fit Score Breakdown

aya:8b

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

qwen3.5:9b

Speed
21/40
TTFT
30/30
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
14/20
Coding
16/20
Instruction
15/20
Structured
15/15
Math
10/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Strong Structured Output: Strong Math: Adequate Multilingual: Strong
View aya:8b details | View qwen3.5:9b details

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running