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phi4-mini

Not Rec.

Mar 1, 2026 · Apple M4

llama3.1:8b

llama · 8.0B · Q4_K_M

Good

Mar 1, 2026 · Apple M4

Global Score
39 vs 69
Hardware Fit
66 vs 93
Quality Score
21 vs 53

Hardware

phi4-mini llama3.1:8b
MachineMacBook AirMacBook Air
CPUApple M4Apple M4
Cores1010
RAM32 GB32 GB
GPUApple M4Apple M4
OSmacOS 26.3macOS 26.3
Archarm64arm64
Power Modebalancedbalanced

Performance

phi4-mini llama3.1:8b
Tokens/sec21.820.2
TTFT9.6 s481 ms
Load time3.5 s3.4 s
Memory usage0.0 GB10.4 GB
Memory %0%33%

HW Fit Score Breakdown

phi4-mini

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

llama3.1:8b

Speed
33/40
TTFT
30/30
Memory
30/30

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
0/20
Instruction
14/20
Structured
13/15
Math
4/15
Multilingual
10/10
Reasoning: Adequate Coding: Poor 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