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Hardware comparison

MacBook Air/Pro M5 (32GB) vs MacBook Pro / Mac Studio M5 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 M5 (32GB) compared with MacBook Pro / Mac Studio M5 Max (128GB) for local LLM inference
HardwareMacBook Air/Pro M5 (32GB)MacBook Pro / Mac Studio M5 Max (128GB)
Memory32.0 GB128.0 GB (better for this comparison)
Bandwidth153 GB/s614 GB/s (better for this comparison)
Price (approx)$1,499 (better for this comparison)Complete system$5,099Complete system
LLMs it runs51 of 6962 of 69 (better for this comparison)
Best model it runsGemma 4 31BQ2_K · estimated 8–11 tok/sGemma 4 31BQ6_K · estimated 14–22 tok/s

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

The recommended 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 M5 Max (128GB) runs 11 more of the tracked models (62 vs 51), thanks to its 128.0 GB of memory. The MacBook Pro / Mac Studio M5 Max (128GB) has more memory bandwidth (614 GB/s). Higher bandwidth can help generation speed, but model, quant, architecture and runtime also affect the estimates.

What the MacBook Air/Pro M5 (32GB) runs →What the MacBook Pro / Mac Studio M5 Max (128GB) runs →Open the calculator →