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H100 80GB SXM5 vs RX 7700 XT 12GB for Local LLMs

The H100 80GB SXM5 has about 675% more memory bandwidth (3,350 vs 432 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 675% faster on the H100 80GB SXM5. The H100 80GB SXM5 fits more of the catalog at Q4/8K — 46 vs 18 of 61 models (80 vs 12 GB VRAM). Largest model that fits the H100 80GB SXM5 but not the RX 7700 XT 12GB: gpt-oss-120b (120.4B). MSRP is $30,000 for the H100 80GB SXM5 vs $449 for the RX 7700 XT 12GB. MSRP is a launch list price, not live retail — Amazon prices move; click through for the current price. Not retail-shoppable: H100 80GB SXM5 (datacenter-class; cloud rental is the realistic way to use it). In the Q4/8K head-to-head below (40 shared models), the H100 80GB SXM5 posts the higher tok/s in 40 rows vs 0. Methodology.

Spec comparison

H100 80GB SXM5RX 7700 XT 12GB
VendorNVIDIAAMD
VRAM80 GB12 GB
Memory typeHBM3GDDR6
Memory bandwidth3,350 GB/s432 GB/s
TDP700 W245 W
MSRP (list)$30,000$449
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)H100 80GB SXM5 tok/sH100 80GB SXM5 fitsRX 7700 XT 12GB tok/sRX 7700 XT 12GB fitsWinner
Qwen3-0.6B0.82664.8 est.Yes343.6 est.YesH100 80GB SXM5
gemma-3-1b-it1.02131.8 est.Yes274.9 est.YesH100 80GB SXM5
Llama-3.2-1B-Instruct1.21776.5 est.Yes229.1 est.YesH100 80GB SXM5
Qwen3-1.7B2.01065.9 est.Yes137.5 est.YesH100 80GB SXM5
Qwen3-30B-A3B30.5710.6 est.Yes111.6 est.NoH100 80GB SXM5
Qwen3-Coder-30B-A3B-Instruct30.5710.6 est.Yes111.6 est.NoH100 80GB SXM5
GLM-4.7-Flash31.2710.6 est.Yes107.1 est.NoH100 80GB SXM5
Qwen3-30B-A3B-Instruct-250730.5710.6 est.Yes111.6 est.NoH100 80GB SXM5
Qwen3-Next-80B-A3B-Instruct81.3710.6 est.Yes17.6 est.NoH100 80GB SXM5
Qwen3-Coder-Next79.7710.6 est.Yes18.3 est.NoH100 80GB SXM5
Llama-3.2-3B-Instruct3.2666.2 est.Yes85.9 est.YesH100 80GB SXM5
gpt-oss-20b21.5592.2 est.Yes171.1 est.NoH100 80GB SXM5
Phi-4-mini-instruct3.8561.0 est.Yes72.3 est.YesH100 80GB SXM5
Phi-4-mini-reasoning3.8561.0 est.Yes72.3 est.YesH100 80GB SXM5
gemma-3-4b-it4.3546.6 est.Yes70.5 est.YesH100 80GB SXM5

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

H100 80GB SXM5RX 7700 XT 12GB
Catalog models that fit46 of 6118 of 61
Largest exclusive fitgpt-oss-120b (120.4B)

H100 80GB SXM5 details → · RX 7700 XT 12GB details →