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phi4-mini

Not Rec.

Mar 1, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Not Rec.

Feb 28, 2026 · Apple M4 Pro

Global Score
39 vs 64
Hardware Fit
66 vs 56
Quality Score
21 vs 70

Hardware

phi4-mini llama3.1:8b
MachineMacBook AirMac Mini
CPUApple M4Apple M4 Pro
Cores1014
RAM32 GB64 GB
GPUApple M4Apple M4 Pro
OSmacOS 26.3macOS 15.7.4
Archarm64arm64
Power Modebalancedunknown

Performance

phi4-mini llama3.1:8b
Tokens/sec21.85.5
TTFT9.6 s1.4 s
Load time3.5 s3.7 s
Memory usage0.0 GB28.6 GB
Memory %0%45%

HW Fit Score Breakdown

phi4-mini

Speed
31/40
TTFT
5/30
Memory
30/30

llama3.1:8b

Speed
5/40
TTFT
22/30
Memory
29/30

Quality

phi4-mini

Reasoning
11/20
Coding
0/20
Instruction
0/20
Structured
0/15
Math
5/15
Multilingual
5/10
Reasoning: Adequate Coding: Poor Instruction Following: Poor Structured Output: Poor Math: Weak Multilingual: Weak

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

Run yours and compare

npx metrillm@latest bench

Requires Node 20+ and Ollama or LM Studio running