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Arc B580 12GB vs B200 192GB SXM for Local LLMs

The B200 192GB SXM has about 1654% more memory bandwidth (8,000 vs 456 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 1654% faster on the B200 192GB SXM. The B200 192GB SXM fits more of the catalog at Q4/8K — 50 vs 18 of 61 models (192 vs 12 GB VRAM). Largest model that fits the B200 192GB SXM but not the Arc B580 12GB: Qwen3-235B-A22B (235.1B). MSRP is $249 for the Arc B580 12GB vs $40,000 for the B200 192GB SXM. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. Not retail-shoppable: B200 192GB SXM (datacenter-class; cloud rental is the realistic way to use it). In the Q4/8K head-to-head below (40 shared models), the B200 192GB SXM posts the higher tok/s in 40 rows vs 0. Methodology.

Spec comparison

Arc B580 12GBB200 192GB SXM
VendorIntelNVIDIA
VRAM12 GB192 GB
Memory typeGDDR6HBM3e
Memory bandwidth456 GB/s8,000 GB/s
TDP190 W1000 W
MSRP (list)$249$40,000
BuySearch 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 40 shared models

ModelParams (B)Arc B580 12GB tok/sArc B580 12GB fitsB200 192GB SXM tok/sB200 192GB SXM fitsWinner
gemma-3-1b-it1.0290.2 est.Yes5000 est.YesB200 192GB SXM
Qwen3-0.6B0.8362.7 est.Yes5000 est.YesB200 192GB SXM
Llama-3.2-1B-Instruct1.2241.8 est.Yes4242.4 est.YesB200 192GB SXM
Qwen3-1.7B2.0145.1 est.Yes2545.5 est.YesB200 192GB SXM
Qwen3-30B-A3B30.5117.8 est.No1697.0 est.YesB200 192GB SXM
Qwen3-Coder-30B-A3B-Instruct30.5117.8 est.No1697.0 est.YesB200 192GB SXM
GLM-4.7-Flash31.2113.1 est.No1697.0 est.YesB200 192GB SXM
Qwen3-30B-A3B-Instruct-250730.5117.8 est.No1697.0 est.YesB200 192GB SXM
Qwen3-Next-80B-A3B-Instruct81.318.5 est.No1697.0 est.YesB200 192GB SXM
Qwen3-Coder-Next79.719.3 est.No1697.0 est.YesB200 192GB SXM
Llama-3.2-3B-Instruct3.247.4 measuredYes1590.9 est.YesB200 192GB SXM
gpt-oss-20b21.5180.6 est.No1414.1 est.YesB200 192GB SXM
Phi-4-mini-instruct3.876.4 est.Yes1339.7 est.YesB200 192GB SXM
Phi-4-mini-reasoning3.876.4 est.Yes1339.7 est.YesB200 192GB SXM
gemma-3-4b-it4.374.4 est.Yes1305.4 est.YesB200 192GB SXM

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 12GBB200 192GB SXM
Catalog models that fit18 of 6150 of 61
Largest exclusive fitQwen3-235B-A22B (235.1B)

Arc B580 12GB details → · B200 192GB SXM details →