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Arc B580 12GB vs L40S 48GB for Local LLMs

The L40S 48GB has about 89% more memory bandwidth (864 vs 456 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 89% faster on the L40S 48GB. The L40S 48GB fits more of the catalog at Q4/8K — 39 vs 18 of 61 models (48 vs 12 GB VRAM). Largest model that fits the L40S 48GB but not the Arc B580 12GB: Qwen3-Coder-Next (79.7B). MSRP is $249 for the Arc B580 12GB vs $8,000 for the L40S 48GB. 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 (40 shared models), the L40S 48GB posts the higher tok/s in 33 rows vs 7. Methodology.

Spec comparison

Arc B580 12GBL40S 48GB
VendorIntelNVIDIA
VRAM12 GB48 GB
Memory typeGDDR6GDDR6
Memory bandwidth456 GB/s864 GB/s
TDP190 W350 W
MSRP (list)$249$8,000
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 40 shared models

ModelParams (B)Arc B580 12GB tok/sArc B580 12GB fitsL40S 48GB tok/sL40S 48GB fitsWinner
Qwen3-0.6B0.8362.7 est.Yes687.3 est.YesL40S 48GB
Qwen3-Next-80B-A3B-Instruct81.318.5 est.No562.3 est.NoL40S 48GB
gemma-3-1b-it1.0290.2 est.Yes549.8 est.YesL40S 48GB
Llama-3.2-1B-Instruct1.2241.8 est.Yes458.2 est.YesL40S 48GB
Qwen3-1.7B2.0145.1 est.Yes274.9 est.YesL40S 48GB
Qwen3-30B-A3B30.5117.8 est.No183.3 est.YesL40S 48GB
Qwen3-Coder-30B-A3B-Instruct30.5117.8 est.No183.3 est.YesL40S 48GB
GLM-4.7-Flash31.2113.1 est.No183.3 est.YesL40S 48GB
Qwen3-30B-A3B-Instruct-250730.5117.8 est.No183.3 est.YesL40S 48GB
Qwen3-Coder-Next79.719.3 est.No183.3 est.YesL40S 48GB
gpt-oss-20b21.5180.6 est.No152.7 est.YesArc B580 12GB
Llama-3.2-3B-Instruct3.247.4 measuredYes171.8 est.YesL40S 48GB
Phi-4-mini-instruct3.876.4 est.Yes144.7 est.YesL40S 48GB
Phi-4-mini-reasoning3.876.4 est.Yes144.7 est.YesL40S 48GB
gemma-3-4b-it4.374.4 est.Yes141.0 est.YesL40S 48GB

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 12GBL40S 48GB
Catalog models that fit18 of 6139 of 61
Largest exclusive fitQwen3-Coder-Next (79.7B)

Arc B580 12GB details → · L40S 48GB details →