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Arc B580 12GB vs DGX Spark (GH200 480GB) for Local LLMs

The DGX Spark (GH200 480GB) has about 10% more memory bandwidth (500 vs 456 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 10% faster on the DGX Spark (GH200 480GB). The DGX Spark (GH200 480GB) fits more of the catalog at Q4/8K — 66 vs 18 of 69 models (480 vs 12 GB VRAM). Largest model that fits the DGX Spark (GH200 480GB) but not the Arc B580 12GB: DeepSeek-V4-Pro (861.6B). MSRP is $249 for the Arc B580 12GB vs $3,000 for the DGX Spark (GH200 480GB). 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 (41 shared models), the DGX Spark (GH200 480GB) posts the higher tok/s in 29 rows vs 12. Methodology.

Spec comparison

Arc B580 12GBDGX Spark (GH200 480GB)
VendorIntelNVIDIA
VRAM12 GB480 GB
Memory typeGDDR6LPDDR5X
Memory bandwidth456 GB/s500 GB/s
TDP190 W170 W
MSRP (list)$249$3,000
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 41 shared models

ModelParams (B)Arc B580 12GB tok/sArc B580 12GB fitsDGX Spark (GH200 480GB) tok/sDGX Spark (GH200 480GB) fitsWinner
MiniCPM5-1B1.08268.7 est.Yes294.6 est.YesDGX Spark (GH200 480GB)
gpt-oss-20b21.5179.9 est.No88.4 est.YesArc B580 12GB
Qwen3.5-2B2.0145.1 est.Yes159.1 est.YesDGX Spark (GH200 480GB)
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.3126.2 est.Yes138.3 est.YesDGX Spark (GH200 480GB)
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.0129.0 est.No106.1 est.YesArc B580 12GB
gemma-4-26B-A4B-it25.2128.2 est.No83.7 est.YesArc B580 12GB
Qwen3-30B-A3B-Instruct-250730.5117.3 est.No106.1 est.YesArc B580 12GB
GLM-4.7-Flash31.2112.6 est.No106.1 est.YesArc B580 12GB
Qwen3.6-35B-A3B36.090.9 est.No106.1 est.YesDGX Spark (GH200 480GB)
Qwen3.5-35B-A3B34.797.5 est.No106.1 est.YesDGX Spark (GH200 480GB)
Qwen3-Coder-Next79.719.6 est.No106.1 est.YesDGX Spark (GH200 480GB)
Ornith-1.0-35B35.091.2 est.No106.1 est.YesDGX Spark (GH200 480GB)
Qwen3-Next-80B-A3B-Instruct81.318.9 est.No106.1 est.YesDGX Spark (GH200 480GB)
qwen35b-a3b-fable-sft-abliterated34.792.6 est.No106.1 est.YesDGX Spark (GH200 480GB)
Llama-3.2-3B-Instruct3.247.4 measuredYes99.4 est.YesDGX Spark (GH200 480GB)

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 12GBDGX Spark (GH200 480GB)
Catalog models that fit18 of 6966 of 69
Largest exclusive fitDeepSeek-V4-Pro (861.6B)

Arc B580 12GB details → · DGX Spark (GH200 480GB) details →