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GPU comparison

MacBook Pro M4 Max (48GB) 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 64 tracked models each one can run.

MacBook Pro M4 Max (48GB)Intel Arc B580 (12GB)
Memory48.0 GB12.0 GB
Bandwidth546 GB/s456 GB/s
Price (approx)$3,199$289
LLMs it runs49 of 6427 of 64
Best model it runsQwen3.8 27B · 14–21 tok/sDevstral Small 2 24B · 32–48 tok/s

The MacBook Pro M4 Max (48GB) runs 22 more of the tracked models (49 vs 27), thanks to its 48.0 GB of memory. The MacBook Pro M4 Max (48GB) has more memory bandwidth (546 GB/s), so it generates tokens faster at the same model and quant.

What the MacBook Pro M4 Max (48GB) runs →What the Intel Arc B580 (12GB) runs →Open the calculator →