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GPU comparison

MacBook Pro M5 Max (128GB) vs Intel Arc B580 (12GB) for local LLMs

How the two stack up for running open-source LLMs locally — memory, bandwidth, price, and how many of the 34 tracked models each one can run.

MacBook Pro M5 Max (128GB)Intel Arc B580 (12GB)
Memory128.0 GB12.0 GB
Bandwidth614 GB/s456 GB/s
Price (approx)$5,099$289
LLMs it runs30 of 3413 of 34
Best model it runsGemma 4 31B · 14–22 tok/sDevstral Small 2 24B · 32–48 tok/s

The MacBook Pro M5 Max (128GB) runs 17 more of the tracked models (30 vs 13), thanks to its 128.0 GB of memory. The MacBook Pro M5 Max (128GB) has more memory bandwidth (614 GB/s), so it generates tokens faster at the same model and quant.

What the MacBook Pro M5 Max (128GB) runs →What the Intel Arc B580 (12GB) runs →Open the calculator →