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MacBook Pro M1 Max 32GB vs RTX 4080 Super 16GB for Local LLMs

The RTX 4080 Super 16GB has about 84% more memory bandwidth (736 vs 400 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 84% faster on the RTX 4080 Super 16GB. The MacBook Pro M1 Max 32GB fits more of the catalog at Q4/8K — 39 vs 24 of 69 models (32 vs 16 GB VRAM). Largest model that fits the MacBook Pro M1 Max 32GB but not the RTX 4080 Super 16GB: Qwen3.6-35B-A3B (36.0B). MSRP is $3,299 for the MacBook Pro M1 Max 32GB vs $999 for the RTX 4080 Super 16GB. 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 (44 shared models), the RTX 4080 Super 16GB posts the higher tok/s in 39 rows vs 5. Methodology.

Spec comparison

MacBook Pro M1 Max 32GBRTX 4080 Super 16GB
VendorAppleNVIDIA
VRAM32 GB16 GB
Memory typeLPDDR5GDDR6X
Memory bandwidth400 GB/s736 GB/s
TDP120 W320 W
MSRP (list)$3,299$999
BuySearch Amazon (affiliate)ASUS ProArt GeForce RTX 4080 Super OC (affiliate) · More listings

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 44 shared models

ModelParams (B)MacBook Pro M1 Max 32GB tok/sMacBook Pro M1 Max 32GB fitsRTX 4080 Super 16GB tok/sRTX 4080 Super 16GB fitsWinner
MiniCPM5-1B1.08235.7 est.Yes433.7 est.YesRTX 4080 Super 16GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF1630.084.8 est.Yes370.4 est.NoRTX 4080 Super 16GB
Qwen3-30B-A3B-Instruct-250730.584.8 est.Yes337.0 est.NoRTX 4080 Super 16GB
GLM-4.7-Flash31.284.8 est.Yes323.5 est.NoRTX 4080 Super 16GB
Qwen3.5-35B-A3B34.784.8 est.Yes280.1 est.NoRTX 4080 Super 16GB
qwen35b-a3b-fable-sft-abliterated34.784.8 est.Yes265.9 est.NoRTX 4080 Super 16GB
Ornith-1.0-35B35.084.8 est.Yes261.9 est.NoRTX 4080 Super 16GB
Qwen3.6-35B-A3B36.084.8 est.Yes261.1 est.NoRTX 4080 Super 16GB
Qwen3.5-2B2.0127.3 est.Yes234.2 est.YesRTX 4080 Super 16GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx2.3110.7 est.Yes203.6 est.YesRTX 4080 Super 16GB
gpt-oss-20b21.570.7 est.Yes186.5 measuredYesRTX 4080 Super 16GB
Llama-3.2-3B-Instruct3.279.5 est.Yes146.4 est.YesRTX 4080 Super 16GB
gemma-4-26B-A4B-it25.267.0 est.Yes123.3 est.YesRTX 4080 Super 16GB
Qwen3-Coder-Next79.7122.9 est.No56.4 est.NoMacBook Pro M1 Max 32GB
Qwen3-Next-80B-A3B-Instruct81.3118.2 est.No54.3 est.NoMacBook Pro M1 Max 32GB

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

MacBook Pro M1 Max 32GBRTX 4080 Super 16GB
Catalog models that fit39 of 6924 of 69
Largest exclusive fitQwen3.6-35B-A3B (36.0B)—

MacBook Pro M1 Max 32GB details → · RTX 4080 Super 16GB details →