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Hardware comparison

MacBook Air/Pro / Mac mini M4 (16GB) vs MacBook Pro / Mac Studio M4 Max (128GB) for local LLMs

How the two stack up for running open-source LLMs locally — memory, bandwidth, price, and how many of the 69 tracked models each one can run.

Scroll sideways to compare both machines. Keyboard: focus the table, then use the arrow keys. Metric names stay visible.

MacBook Air/Pro / Mac mini M4 (16GB) compared with MacBook Pro / Mac Studio M4 Max (128GB) for local LLM inference
HardwareMacBook Air/Pro / Mac mini M4 (16GB)MacBook Pro / Mac Studio M4 Max (128GB)
Memory16.0 GB128.0 GB (better for this comparison)
Bandwidth120 GB/s546 GB/s (better for this comparison)
Price (approx)$1,199 (better for this comparison)Complete system$4,699Complete system
LLMs it runs30 of 6962 of 69 (better for this comparison)
Best model it runsMistral Small 3.2 24BQ2_K · estimated 8–12 tok/sGemma 4 31BQ6_K · estimated 13–19 tok/s

Both prices cover complete systems. Prices are approximate catalog estimates; check current configurations and prices before buying.

The recommended models and quants differ. These estimated speeds are not a like-for-like comparison. Estimates use 4,096 context tokens, llama.cpp and one stream.

The MacBook Pro / Mac Studio M4 Max (128GB) runs 32 more of the tracked models (62 vs 30), thanks to its 128.0 GB of memory. The MacBook Pro / Mac Studio M4 Max (128GB) has more memory bandwidth (546 GB/s). Higher bandwidth can help generation speed, but model, quant, architecture and runtime also affect the estimates.

What the MacBook Air/Pro / Mac mini M4 (16GB) runs →What the MacBook Pro / Mac Studio M4 Max (128GB) runs →Open the calculator →