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Arc B580 12GB vs RX 7900 XT 20GB for Local LLMs

The RX 7900 XT 20GB has about 75% more memory bandwidth (800 vs 456 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 75% faster on the RX 7900 XT 20GB. The RX 7900 XT 20GB fits more of the catalog at Q4/8K — 32 vs 18 of 61 models (20 vs 12 GB VRAM). Largest model that fits the RX 7900 XT 20GB but not the Arc B580 12GB: GLM-4.7-Flash (31.2B). MSRP is $249 for the Arc B580 12GB vs $899 for the RX 7900 XT 20GB. 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 RX 7900 XT 20GB posts the higher tok/s in 33 rows vs 7. Methodology.

Spec comparison

Arc B580 12GBRX 7900 XT 20GB
VendorIntelAMD
VRAM12 GB20 GB
Memory typeGDDR6GDDR6
Memory bandwidth456 GB/s800 GB/s
TDP190 W315 W
MSRP (list)$249$899
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 fitsRX 7900 XT 20GB tok/sRX 7900 XT 20GB fitsWinner
Qwen3-0.6B0.8362.7 est.Yes636.4 est.YesRX 7900 XT 20GB
gemma-3-1b-it1.0290.2 est.Yes509.1 est.YesRX 7900 XT 20GB
Llama-3.2-1B-Instruct1.2241.8 est.Yes424.2 est.YesRX 7900 XT 20GB
Qwen3-1.7B2.0145.1 est.Yes254.5 est.YesRX 7900 XT 20GB
gpt-oss-20b21.5180.6 est.No141.4 est.YesArc B580 12GB
Qwen3-30B-A3B30.5117.8 est.No169.7 est.YesRX 7900 XT 20GB
Qwen3-Coder-30B-A3B-Instruct30.5117.8 est.No169.7 est.YesRX 7900 XT 20GB
GLM-4.7-Flash31.2113.1 est.No169.7 est.YesRX 7900 XT 20GB
Qwen3-30B-A3B-Instruct-250730.5117.8 est.No169.7 est.YesRX 7900 XT 20GB
Phi-4-mini-instruct3.876.4 est.Yes134.0 est.YesRX 7900 XT 20GB
Phi-4-mini-reasoning3.876.4 est.Yes134.0 est.YesRX 7900 XT 20GB
Llama-3.2-3B-Instruct3.247.4 measuredYes131.2 measuredYesRX 7900 XT 20GB
gemma-3-4b-it4.374.4 est.Yes130.5 est.YesRX 7900 XT 20GB
Qwen3-4B-Instruct-25074.072.5 est.Yes127.3 est.YesRX 7900 XT 20GB
Qwen3-4B-Thinking-25074.072.5 est.Yes127.3 est.YesRX 7900 XT 20GB

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 12GBRX 7900 XT 20GB
Catalog models that fit18 of 6132 of 61
Largest exclusive fitGLM-4.7-Flash (31.2B)

Arc B580 12GB details → · RX 7900 XT 20GB details →