llama3.1:8b
llama · 8.0B · Q4_K_M
Feb 28, 2026 · Apple M4 Pro
qwen3.5:0.8b
qwen35 · 873.44M · Q8_0
Mar 2, 2026 · Apple M4
Global Score
66 vs 65
Hardware Fit
56 vs 99
Quality Score
70 vs 51
Hardware
llama3.1:8b qwen3.5:0.8b
MachineMac MiniMacBook Air
CPUApple M4 ProApple M4
Cores1410
RAM64 GB32 GB
GPUApple M4 ProApple M4
OSmacOS 15.7.4macOS 26.3
Archarm64arm64
Power Modeunknownbalanced
Performance
llama3.1:8b qwen3.5:0.8b
Tokens/sec5.548.2
TTFT1.4 s195 ms
Load time3.7 s1.0 s
Memory usage28.6 GB2.5 GB
Memory %45%8%
HW Fit Score Breakdown
llama3.1:8b
Speed
5/40
TTFT
22/30
Memory
29/30
qwen3.5:0.8b
Speed
40/40
TTFT
30/30
Memory
29/30
Quality
llama3.1:8b
Reasoning
12/20
Coding
17/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Strong Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Strong
qwen3.5:0.8b
Reasoning
9/20
Coding
6/20
Instruction
11/20
Structured
13/15
Math
5/15
Multilingual
7/10
Reasoning: Weak Coding: Weak Instruction Following: Adequate Structured Output: Strong Math: Weak Multilingual: Adequate
Run yours and compare
npx metrillm@latest benchRequires Node 20+ and Ollama or LM Studio running