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MacBook Pro M4 Max 128GB vs RTX 4080 Super 16GB for Local LLMs

The RTX 4080 Super 16GB has about 35% more memory bandwidth (736 vs 546 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 35% faster on the RTX 4080 Super 16GB. The MacBook Pro M4 Max 128GB fits more of the catalog at Q4/8K — 47 vs 25 of 61 models (128 vs 16 GB VRAM). Largest model that fits the MacBook Pro M4 Max 128GB but not the RTX 4080 Super 16GB: DeepSeek-V4-Flash (158.1B). MSRP is $4,399 for the MacBook Pro M4 Max 128GB 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 38 rows vs 6. Methodology.

Spec comparison

MacBook Pro M4 Max 128GBRTX 4080 Super 16GB
VendorAppleNVIDIA
VRAM128 GB16 GB
Memory typeLPDDR5XGDDR6X
Memory bandwidth546 GB/s736 GB/s
TDP160 W320 W
MSRP (list)$4,399$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 M4 Max 128GB tok/sMacBook Pro M4 Max 128GB fitsRTX 4080 Super 16GB tok/sRTX 4080 Super 16GB fitsWinner
Qwen3-0.6B0.8434.3 est.Yes585.5 est.YesRTX 4080 Super 16GB
gemma-3-1b-it1.0347.5 est.Yes468.4 est.YesRTX 4080 Super 16GB
Llama-3.2-1B-Instruct1.2289.5 est.Yes390.3 est.YesRTX 4080 Super 16GB
Qwen3-30B-A3B30.5115.8 est.Yes338.0 est.NoRTX 4080 Super 16GB
Qwen3-Coder-30B-A3B-Instruct30.5115.8 est.Yes338.0 est.NoRTX 4080 Super 16GB
Qwen3-30B-A3B-Instruct-250730.5115.8 est.Yes338.0 est.NoRTX 4080 Super 16GB
GLM-4.7-Flash31.2115.8 est.Yes324.5 est.NoRTX 4080 Super 16GB
Qwen3-1.7B2.0173.7 est.Yes234.2 est.YesRTX 4080 Super 16GB
gpt-oss-20b21.596.5 est.Yes186.5 measuredYesRTX 4080 Super 16GB
Llama-3.2-3B-Instruct3.2108.6 est.Yes146.4 est.YesRTX 4080 Super 16GB
Phi-4-mini-instruct3.891.4 est.Yes123.3 est.YesRTX 4080 Super 16GB
Phi-4-mini-reasoning3.891.4 est.Yes123.3 est.YesRTX 4080 Super 16GB
gemma-3-4b-it4.389.1 est.Yes120.1 est.YesRTX 4080 Super 16GB
Qwen3-4B-Instruct-25074.086.9 est.Yes117.1 est.YesRTX 4080 Super 16GB
Qwen3-4B-Thinking-25074.086.9 est.Yes117.1 est.YesRTX 4080 Super 16GB

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 M4 Max 128GBRTX 4080 Super 16GB
Catalog models that fit47 of 6125 of 61
Largest exclusive fitDeepSeek-V4-Flash (158.1B)—

MacBook Pro M4 Max 128GB details → · RTX 4080 Super 16GB details →