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Arc B580 12GB vs Tesla P4 8GB for Local LLMs

The Arc B580 12GB has about 138% more memory bandwidth (456 vs 192 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 138% faster on the Arc B580 12GB. The Arc B580 12GB fits more of the catalog at Q4/8K — 18 vs 16 of 69 models (12 vs 8 GB VRAM). Largest model that fits the Arc B580 12GB but not the Tesla P4 8GB: OLMo-2-1124-13B-Instruct (13.7B). MSRP is $249 for the Arc B580 12GB vs $80 for the Tesla P4 8GB. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. In the Q4/8K head-to-head below (39 shared models), the Arc B580 12GB posts the higher tok/s in 39 rows vs 0. Methodology.

Spec comparison

Arc B580 12GBTesla P4 8GB
VendorIntelNVIDIA
VRAM12 GB8 GB
Memory typeGDDR6GDDR5
Memory bandwidth456 GB/s192 GB/s
TDP190 W75 W
MSRP (list)$249$80
BuySearch Amazon (affiliate)Search Amazon (affiliate)

MSRP is the launch list price, not live retail. Buy links are Amazon affiliate links — the price after you click is the live price.

Q4 / 8K head-to-head — top 15 of 39 shared models

ModelParams (B)Arc B580 12GB tok/sArc B580 12GB fitsTesla P4 8GB tok/sTesla P4 8GB fitsWinner
MiniCPM5-1B1.08268.7 est.Yes113.1 est.YesArc B580 12GB
gpt-oss-20b21.5179.9 est.No33.6 est.NoArc B580 12GB
Qwen3.5-2B2.0145.1 est.Yes61.1 est.YesArc B580 12GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.0129.0 est.No24.1 est.NoArc B580 12GB
gemma-4-26B-A4B-it25.2128.2 est.No23.9 est.NoArc B580 12GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.3126.2 est.Yes53.1 est.YesArc B580 12GB
Qwen3-30B-A3B-Instruct-250730.5117.3 est.No21.9 est.NoArc B580 12GB
GLM-4.7-Flash31.2112.6 est.No21.0 est.NoArc B580 12GB
Qwen3.5-35B-A3B34.797.5 est.No18.2 est.NoArc B580 12GB
qwen35b-a3b-fable-sft-abliterated34.792.6 est.No17.3 est.NoArc B580 12GB
Ornith-1.0-35B35.091.2 est.No17.0 est.NoArc B580 12GB
Qwen3.6-35B-A3B36.090.9 est.No17.0 est.NoArc B580 12GB
Qwen3-4B-Instruct-25074.072.5 est.Yes30.5 est.YesArc B580 12GB
NVIDIA-Nemotron-3-Nano-4B-BF164.072.5 est.Yes30.5 est.YesArc B580 12GB
Qwen3-4B-Thinking-25074.072.5 est.Yes30.5 est.YesArc B580 12GB

est. = bandwidth-based estimate; measured = curated real benchmark that overrides the estimate. Fits = weights + KV(8K) + 1 GB overhead ≤ 95% of VRAM.

Fit coverage at Q4 / 8K

Arc B580 12GBTesla P4 8GB
Catalog models that fit18 of 6916 of 69
Largest exclusive fitOLMo-2-1124-13B-Instruct (13.7B)

Arc B580 12GB details → · Tesla P4 8GB details →