Comparison
Intel Arc B580 vs Mac Studio M3 Ultra 96GB for local LLMs
Intel Arc B580 (12GB usable, 456 GB/s) vs Mac Studio M3 Ultra 96GB (72GB usable, 819 GB/s) for local LLMs: capacity decides which models load at all, memory bandwidth decides the speed tier. Verdicts below are computed per model at each machine's best clean quant.
Intel Arc B580 verdicts are beta: fit is physics and holds, but speed tiers aren't calibrated yet for that hardware class.
| Spec | Intel Arc B580 | Mac Studio M3 Ultra 96GB |
|---|---|---|
| Type | Intel GPU | Apple prebuilt |
| Memory for models | 12 GB VRAM | 72 GB GPU-usable unified |
| Memory bandwidth | 456 GB/s | 819 GB/s |
| Price | $249 MSRP | $5,299 base price |
| TDP | 190 W | — |
| Backends | Vulkan | Metal |
| Gaming (estimate) | 1080p-class | — |
Specs as of 2026-07-08 / 2026-07-11 — sources on each product page. Gaming tier is estimated from FP32 compute, not a game benchmark.
What each can run, head to head
The 12 most-downloaded models we track, each graded at that machine's best clean-fit quant (llama.cpp, 8K context). Click a verdict for the full breakdown.
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Verdicts computed from published specs and measured GGUF sizes — how the math works.