measuredlocally.com
Machine Updated 20 October 2026

Apple Mac mini M4

Apple's Mac mini with the M4 chip and 16GB of memory shared between the processor and the graphics.

Apple's Mac mini held in one hand
Apple's Mac mini. Image: Apple

Measured on mine measured by me

Set-upModelWriting codeWriting proseReading (prefill)Tested
Mac mini M4llama.cpp on MetalGemma 4 12BGoogle's own 4-bit QAT file (Q4_0), GGUF12.9 tok/s13.3 tok/s115 tok/s20 Oct 2026
Mac mini M4MLX (mlx-lm) on MetalQwen 3.5 9BMLX 4-bit20.5 tok/s20.6 tok/s207 tok/s20 Oct 2026
Mac mini M4llama.cpp on MetalQwen 3.5 9BQ4_K_M, GGUF17.7 tok/s18.0 tok/s185 tok/s20 Oct 2026
Mac mini M4Prism ML's llama.cpp on MetalTernary Bonsai 2 27BPTQ1_0, about 1.75 bits a weight, GGUF9.4 tok/s9.6 tok/s47 tok/s20 Oct 2026

One user, the model's thinking switched off, the same prompts and the same test each time. All of my results, and how I test, are on the hardware leaderboard.

The hardware, exactly