Back to leaderboard

llama3.2:latest

llama · 3.2B · Q4_K_M

Good

Feb 28, 2026 · Apple M4 Pro

qwen3:8b

qwen3 · 8.2B · Q4_K_M

Marginal

Mar 1, 2026 · Apple M4

Global Score
77 vs 42
Hardware Fit
100 vs 60
Quality Score
61 vs 30

Hardware

llama3.2:latest qwen3:8b
MachineMac MiniMacBook Air
CPUApple M4 ProApple M4
Cores1410
RAM64 GB32 GB
GPUApple M4 ProApple M4
OSmacOS 15.7.4macOS 26.3
Archarm64arm64
Power Modeunknownunknown

Performance

llama3.2:latest qwen3:8b
Tokens/sec98.918.2
TTFT125 ms12.4 s
Load time2.3 s2.7 s
Memory usage22.1 GB9.5 GB
Memory %35%30%

HW Fit Score Breakdown

llama3.2:latest

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

qwen3:8b

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

Quality

llama3.2:latest

Reasoning
11/20
Coding
14/20
Instruction
12/20
Structured
12/15
Math
3/15
Multilingual
9/10
Reasoning: Adequate Coding: Adequate Instruction Following: Adequate Structured Output: Strong Math: Poor Multilingual: Strong

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running