Mac mini M4 32GB vs NVIDIA RTX PRO 4000 Blackwell

For running models locally, priced in the UK. At 128k context the first runs 28 models fully in memory, the second 32.

In short

The Mac mini M4 32GB has more memory for models: 32 GB against 24 GB. At 128k context the NVIDIA RTX PRO 4000 Blackwell runs 32 of the models we track fully in memory and the Mac mini M4 32GB 28; only the NVIDIA RTX PRO 4000 Blackwell holds Ministral 3 8B. On the models both run fully in memory, the NVIDIA RTX PRO 4000 Blackwell is about 5.4× as fast as the Mac mini M4 32GB (estimated, median across models). In the UK the Mac mini M4 32GB costs £1,799 at eBay (used) and the NVIDIA RTX PRO 4000 Blackwell £2,353 at eBay: the Mac mini M4 32GB is £554 cheaper.

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

Specifications

SpecMac mini M4 32GBNVIDIA RTX PRO 4000 Blackwell
ChipApple M4 (10-core GPU)–
Memory bus128-bit192-bit
Memory bandwidth120 GB/s672 GB/s
FP16 compute3.76 TFLOPS46.9 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–RTX PRO 4000 Blackwell
Memory–24 GB GDDR7
Board power–145 W
PCIe generation–Gen 5
PCIe lanes–x16

What each runs

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

ModelMac mini M4 32GBNVIDIA RTX PRO 4000 Blackwell
Gemma 4 26B-A4B9tok/sQ4_K_M43tok/sQ5_K_M
gpt-oss 20B8tok/sMXFP444tok/sMXFP4
Gemma 4 12B5tok/sQ8_028tok/sQ8_0
Qwen 3.5 9B6tok/sQ8_030tok/sQ8_0
Qwen 3.5 4B9tok/sQ8_047tok/sQ8_0
Ministral 3 8Bwon't run18tok/sQ4_K_M
Gemma 4 E4B7tok/sQ8_035tok/sQ8_0
LFM2.5 8B-A1B6tok/sQ8_033tok/sQ8_0
Llama 3.1 8Bwon't run18tok/sQ5_K_M
Qwen2.5 0.5B36tok/sQ8_0195tok/sQ8_0
Qwen3.5 0.8B32tok/sQ8_0171tok/sQ8_0
Qwen3.5 2B26tok/sQ5_K_M136tok/sQ5_K_M
LFM3 1.7B23tok/sQ8_0120tok/sQ8_0
DeepSeek R1 Distill Qwen 1.5B14tok/sQ8_074tok/sQ8_0
Mellum2.1 12B A2.5B Thinking10tok/sQ8_055tok/sQ8_0
Spark X2.5 4B10tok/smlx-4bit53tok/smlx-4bit
MiniCPM5 2B9tok/sQ8_050tok/sQ8_0
FrogNano 4B 26099tok/sQ8_047tok/sQ8_0
Kimi VL A3B7tok/smlx-6bit34tok/smlx-8bit
LFM2.5 2.6B7tok/sQ8_038tok/sQ8_0
LFM2.5 VL 3B7tok/sQ8_038tok/sQ8_0
Kimi VL A3B Thinking 25067tok/sQ8_035tok/sQ8_0
GLM 4 9B 04146tok/smlx-5bit31tok/smlx-5bit
granite vision 4.1 4b5tok/sQ8_029tok/sQ8_0
granite 4.2 3b5tok/sQ8_029tok/sQ8_0
GLM 4.6V Flash5tok/sQ8_027tok/sQ8_0
DeepSeek R1 Distill Qwen 7B5tok/sQ8_027tok/sQ8_0
GLM 4.1V 9B Thinking5tok/smlx-8bit24tok/smlx-8bit
Ministral 3 3B Instruct 25124tok/sQ8_024tok/sQ8_0
Muse Glimmer 30B4tok/sQ4_K_M19tok/sQ5_K_M
DeepSeek R1 Distill Llama 8Bwon't run18tok/sQ5_K_M
Ministral 3 8B Reasoning 2512won't run18tok/sQ4_K_M
Qwen 3.8 27Bwon't runoffload
Qwen 3.5 122B-A10Bwon't runoffload
Qwen 3.6 27Bwon't runoffload
Gemma 4 31Bwon't runoffload
Mistral Small 4 119Bwon't runoffload
Qwen 3.5 27Bwon'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
Gemma 3 27Bwon't runoffload
Mistral Small 3.2 24Bwon't runoffload
Ministral 3 14Bwon't runoffload
Qwen3 14Bwon't runoffload
DeepSeek R1 0528 Qwen3 8Bwon't runoffload
Phi-4 14Bwon't runoffload
Qwen3 8Bwon't runoffload
Granite 4.2 8Bwon't runoffload
DeepSeek R1 Distill Qwen 14Bwon't runoffload
Devstral Small 2507won't runoffload
LFM2.5 24B A2Bwon't runoffload
Magistral Small 2506won't runoffload
Magistral Small 2507won't runoffload
Magistral Small 2509won't runoffload
Ministral 3 14B Reasoning 2512won't runoffload
Qwen3.8 27B OBLITERATEDwon'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
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
Qwen3 32Bwon't runwon't run
DeepSeek R1 Distill Qwen 32Bwon't runwon't run
Llama 3.3 70Bwon't runwon't run
DeepSeek R1won't runwon't run
DeepSeek R1 0528won't runwon't run
DeepSeek R1 Distill Llama 70Bwon't runwon't run
DeepSeek R1 Zerowon't runwon't run
DeepSeek V3won't runwon't run
DeepSeek V3 0324won't runwon't run
DeepSeek V3.1won't runwon't run
DeepSeek V3.1 Terminuswon't runwon't run
DeepSeek V3.2won't runwon't run
DeepSeek V4 Flash 0731won't runwon't run
DeepSeek V4 Flash Vision Expwon't runwon't run
Devstral 2 123B Instruct 2512won't runwon't run
GLM 4.5won't runwon't run
GLM 4.5Vwon't runwon't run
GLM 4.6won't runwon't run
GLM 4.6Vwon't runwon't run
GLM 4.7won't runwon't run
GLM 5won't runwon't run
GLM 5.1won't runwon't run
GLM 5.2won't runwon't run
GLM 5.3won't runwon't run
Kimi Dev 72Bwon't runwon't run
Kimi K2won't runwon't run
Kimi K2 Instruct 0905won't runwon't run
Kimi K2 Thinkingwon't runwon't run
Kimi K2.5won't runwon't run
MiniMax M2won't runwon't run
MiniMax M2.1won't runwon't run
MiniMax M2.5won't runwon't run
MiniMax M3won't runwon't run
Mistral Medium 3.5 128Bwon't runwon't run
granite 4.2 30bwon't runwon't run

Questions

Which is better for local AI, the Mac mini M4 32GB or the NVIDIA RTX PRO 4000 Blackwell?
Choose the NVIDIA RTX PRO 4000 Blackwell to run bigger models. Choose the NVIDIA RTX PRO 4000 Blackwell for speed. Choose the Mac mini M4 32GB to spend less.
Which can run bigger models, the Mac mini M4 32GB or the NVIDIA RTX PRO 4000 Blackwell?
At 128k context the NVIDIA RTX PRO 4000 Blackwell runs 32 of the models we track fully in memory and the Mac mini M4 32GB 28; only the NVIDIA RTX PRO 4000 Blackwell holds Ministral 3 8B.
Which is faster for local AI, the Mac mini M4 32GB or the NVIDIA RTX PRO 4000 Blackwell?
On the models both run fully in memory, the NVIDIA RTX PRO 4000 Blackwell is about 5.4× 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 RTX PRO 4000 Blackwell?
In the UK the Mac mini M4 32GB costs £1,799 at eBay (used) and the NVIDIA RTX PRO 4000 Blackwell £2,353 at eBay: the Mac mini M4 32GB is £554 cheaper.

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