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GPU comparison

NVIDIA RTX 6000 Ada (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 34 tracked models each one can run.

NVIDIA RTX 6000 Ada (48GB)Intel Arc B580 (12GB)
Memory48.0 GB12.0 GB
Bandwidth960 GB/s456 GB/s
Price (approx)$6,800$289
LLMs it runs26 of 3413 of 34
Best model it runsGemma 4 31B · 20–30 tok/sDevstral Small 2 24B · 32–48 tok/s

The NVIDIA RTX 6000 Ada (48GB) runs 13 more of the tracked models (26 vs 13), thanks to its 48.0 GB of memory. The NVIDIA RTX 6000 Ada (48GB) has more memory bandwidth (960 GB/s), so it generates tokens faster at the same model and quant.

What the NVIDIA RTX 6000 Ada (48GB) runs →What the Intel Arc B580 (12GB) runs →Open the calculator →