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Mac mini M4 Pro 64GB vs RTX 3080 10GB for Local LLMs

The RTX 3080 10GB has about 178% more memory bandwidth (760 vs 273 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 178% faster on the RTX 3080 10GB. The Mac mini M4 Pro 64GB fits more of the catalog at Q4/8K — 44 vs 17 of 61 models (64 vs 10 GB VRAM). Largest model that fits the Mac mini M4 Pro 64GB but not the RTX 3080 10GB: Qwen3-Next-80B-A3B-Instruct (81.3B). MSRP is $2,199 for the Mac mini M4 Pro 64GB vs $699 for the RTX 3080 10GB. 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 (38 shared models), the RTX 3080 10GB posts the higher tok/s in 37 rows vs 1. Methodology.

Spec comparison

Mac mini M4 Pro 64GBRTX 3080 10GB
VendorAppleNVIDIA
VRAM64 GB10 GB
Memory typeLPDDR5XGDDR6X
Memory bandwidth273 GB/s760 GB/s
TDP155 W320 W
MSRP (list)$2,199$699
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 38 shared models

ModelParams (B)Mac mini M4 Pro 64GB tok/sMac mini M4 Pro 64GB fitsRTX 3080 10GB tok/sRTX 3080 10GB fitsWinner
Qwen3-0.6B0.8217.2 est.Yes604.5 est.YesRTX 3080 10GB
gemma-3-1b-it1.0173.7 est.Yes483.6 est.YesRTX 3080 10GB
Llama-3.2-1B-Instruct1.2144.8 est.Yes403.0 est.YesRTX 3080 10GB
Qwen3-1.7B2.086.9 est.Yes241.8 est.YesRTX 3080 10GB
gpt-oss-20b21.548.3 est.Yes209.1 est.NoRTX 3080 10GB
Llama-3.2-3B-Instruct3.254.3 est.Yes151.1 est.YesRTX 3080 10GB
Qwen3-30B-A3B30.557.9 est.Yes136.3 est.NoRTX 3080 10GB
Qwen3-Coder-30B-A3B-Instruct30.557.9 est.Yes136.3 est.NoRTX 3080 10GB
Qwen3-30B-A3B-Instruct-250730.557.9 est.Yes136.3 est.NoRTX 3080 10GB
GLM-4.7-Flash31.257.9 est.Yes130.9 est.NoRTX 3080 10GB
Phi-4-mini-instruct3.845.7 est.Yes127.3 est.YesRTX 3080 10GB
Phi-4-mini-reasoning3.845.7 est.Yes127.3 est.YesRTX 3080 10GB
gemma-3-4b-it4.344.5 est.Yes124.0 est.YesRTX 3080 10GB
Qwen3-4B-Instruct-25074.043.4 est.Yes120.9 est.YesRTX 3080 10GB
Qwen3-4B-Thinking-25074.043.4 est.Yes120.9 est.YesRTX 3080 10GB

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

Mac mini M4 Pro 64GBRTX 3080 10GB
Catalog models that fit44 of 6117 of 61
Largest exclusive fitQwen3-Next-80B-A3B-Instruct (81.3B)—

Mac mini M4 Pro 64GB details → · RTX 3080 10GB details →