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Mac mini M4 32GB vs NVIDIA GeForce RTX 4080 Super

For running models locally, priced in Germany. At 64k context the first runs 17 models fully in memory, the second 10.

In short

The Mac mini M4 32GB has more memory for models: 32 GB against 16 GB. At 64k context the Mac mini M4 32GB runs 17 of the models we track fully in memory and the NVIDIA GeForce RTX 4080 Super 10; only the Mac mini M4 32GB holds Qwen 3.8 27B. On the models both run fully in memory, the NVIDIA GeForce RTX 4080 Super is about 5.9× as fast as the Mac mini M4 32GB (estimated, median across models). In Germany the Mac mini M4 32GB costs 1.400 € at eBay (used) and the NVIDIA GeForce RTX 4080 Super 1.100 € at eBay: the NVIDIA GeForce RTX 4080 Super is 300 € cheaper.

Updated . Speeds are estimates; how they are worked out.

Mac mini M4 32GB

1.400 €

eBay, used (asking)

Add to build
NVIDIA GeForce RTX 4080 Super

1.100 €

eBay

Add to build

Specifications

SpecMac mini M4 32GBNVIDIA GeForce RTX 4080 Super
ChipApple M4 (10-core GPU)–
Memory bus128-bit256-bit
Memory bandwidth120 GB/s736 GB/s
FP16 compute3.76 TFLOPS104 TFLOPS
SoftwareMetalCUDA
Unified memory32 GB–
GPU can use by default21.3 GB–
GPU can use, tuned24 GB–
Operating systemmacos–
ProcessorM4 10-core–
Storage512 GB–
GPU–GeForce RTX 4080 Super
Memory–16 GB GDDR6X
Board power–320 W
PCIe generation–Gen 4
PCIe lanes–x16

What each runs

Estimated decode speed with the most precise quant that fits each one est.

ModelMac mini M4 32GBNVIDIA GeForce RTX 4080 Super
Qwen 3.8 27B4tok/sUD-Q4_K_Moffload
Qwen 3.6 27B4tok/sQ4_K_Moffload
Qwen 3.5 27B4tok/sQ4_K_Moffload
Gemma 4 26B-A4B11tok/sUD-Q4_K_Moffload
gpt-oss 20B12tok/sMXFP468tok/sMXFP4
Gemma 4 12B6tok/sQ8_032tok/sQ8_0
Qwen 3.5 9B7tok/sQ8_039tok/sQ8_0
Ministral 3 14B4tok/sQ5_K_Moffload
Qwen3 14B4tok/sQ5_K_Moffload
DeepSeek R1 0528 Qwen3 8B4tok/sQ8_031tok/sQ4_K_M
Qwen3 8B4tok/sQ8_031tok/sQ4_K_M
Qwen 3.5 4B12tok/sQ8_068tok/sQ8_0
Ministral 3 8B4tok/sQ8_030tok/sQ5_K_M
Granite 4.2 8B4tok/sQ8_0offload
Gemma 4 E4B8tok/sQ8_045tok/sQ8_0
LFM2.5 8B-A1B11tok/sQ8_064tok/sQ8_0
Llama 3.1 8B5tok/sQ6_K30tok/sQ6_K
Gemma 4 31Bwon't runoffload
Mistral Small 4 119Bwon't runoffload
Qwen 3.6 35B-A3Bwon't runoffload
Devstral Small 2 24Bwon't runoffload
GLM 4.7 Flashwon't runoffload
Qwen 3.5 35B-A3Bwon't runoffload
Nemotron 3.5 Lightning 30B-A3Bwon't runoffload
Kimi Linear 48B-A3Bwon't runoffload
Qwen3 Coder 30B-A3Bwon't runoffload
Qwen3 32Bwon't runoffload
DeepSeek R1 Distill Qwen 32Bwon't runoffload
Gemma 3 27Bwon't runoffload
Mistral Small 3.2 24Bwon't runoffload
Phi-4 14Bwon't runoffload
DeepSeek V4 Flashwon't runwon't run
GLM 5.3 Flashwon't runwon't run
Qwen 3.8 Flash Nextwon't runwon't run
MiniMax M2.7won't runwon't run
Qwen 3.5 122B-A10Bwon't runwon't run
Nemotron 3 Super 120B-A12Bwon't runwon't run
Qwen3 Coder Nextwon't runwon't run
gpt-oss 120Bwon't runwon't run
GLM 4.5 Airwon't runwon't run
Qwen3 Next 80B-A3Bwon't runwon't run
Llama 3.3 70Bwon't runwon't run

Questions

Which is better for local AI, the Mac mini M4 32GB or the NVIDIA GeForce RTX 4080 Super?
Choose the Mac mini M4 32GB to run bigger models. Choose the NVIDIA GeForce RTX 4080 Super for speed. Choose the NVIDIA GeForce RTX 4080 Super to spend less.
Which can run bigger models, the Mac mini M4 32GB or the NVIDIA GeForce RTX 4080 Super?
At 64k context the Mac mini M4 32GB runs 17 of the models we track fully in memory and the NVIDIA GeForce RTX 4080 Super 10; only the Mac mini M4 32GB holds Qwen 3.8 27B.
Which is faster for local AI, the Mac mini M4 32GB or the NVIDIA GeForce RTX 4080 Super?
On the models both run fully in memory, the NVIDIA GeForce RTX 4080 Super is about 5.9× as fast as the Mac mini M4 32GB (estimated, median across models).
What is the price difference between the Mac mini M4 32GB and the NVIDIA GeForce RTX 4080 Super?
In Germany the Mac mini M4 32GB costs 1.400 € at eBay (used) and the NVIDIA GeForce RTX 4080 Super 1.100 € at eBay: the NVIDIA GeForce RTX 4080 Super is 300 € cheaper.

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