Mac Studio M3 Ultra 512GB vs Mac mini M4 Pro 64GB

For running models locally, priced in India. At 128k context the first runs 42 models fully in memory, the second 30.

Specifications

SpecMac Studio M3 Ultra 512GBMac mini M4 Pro 64GB
ChipApple M3 Ultra (80-core GPU)Apple M4 Pro (20-core GPU)
Memory bus1024-bit256-bit
Memory bandwidth819 GB/s273 GB/s
FP16 compute28 TFLOPS8.08 TFLOPS
SoftwareMetalMetal
Unified memory512 GB64 GB
GPU can use by default384 GB48 GB
GPU can use, tuned504 GB56 GB
Operating systemmacosmacos
ProcessorM3 Ultra 32-coreM4 Pro 14-core
Storage2000 GB1000 GB

What each runs

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

ModelMac Studio M3 Ultra 512GBMac mini M4 Pro 64GB
DeepSeek V4 Flash14tok/sUD-Q4_K_XLwon't run
GLM 5.3 Flash11tok/sQ8_0won't run
Qwen 3.8 Flash Next5tok/sQ8_0won't run
Qwen 3.8 27B14tok/sQ8_05tok/sQ8_0
MiniMax M2.77tok/sQ8_0won't run
Qwen 3.5 122B-A10B23tok/sQ8_016tok/sUD-Q2_K_XL
Qwen 3.6 27B14tok/sQ8_05tok/sQ8_0
Qwen3 Coder Next43tok/sQ8_0won't run
gpt-oss 120B40tok/sMXFP4won't run
Nemotron 3 Super 120B-A12B23tok/sQ8_0won't run
Gemma 4 31B12tok/sQ8_04tok/sQ8_0
Mistral Small 4 119B30tok/sQ8_020tok/sUD-Q2_K_XL
Qwen 3.6 35B-A3B55tok/sQ8_018tok/sQ8_0
Qwen 3.5 27B14tok/sQ8_05tok/sQ8_0
Gemma 4 26B-A4B45tok/sQ8_015tok/sQ8_0
GLM 4.5 Air8tok/sQ8_0won't run
Qwen 3.5 35B-A3B55tok/sQ8_018tok/sQ8_0
Qwen3 Next 80B-A3B50tok/sQ8_0won't run
GLM 4.7 Flash26tok/sQ8_09tok/sQ8_0
Devstral Small 2 24B11tok/sQ8_04tok/sQ8_0
Nemotron 3.5 Lightning 30B-A3B76tok/sUD-Q6_K_XL26tok/sUD-Q6_K_XL
Kimi Linear 48B-A3B75tok/sQ8_030tok/sQ6_K
gpt-oss 20B57tok/sMXFP419tok/sMXFP4
Qwen3 Coder 30B-A3B20tok/sQ8_07tok/sQ8_0
Qwen3 32B8tok/sQ8_0won't run
Gemma 4 12B35tok/sQ8_012tok/sQ8_0
Qwen 3.5 9B38tok/sQ8_013tok/sQ8_0
Gemma 3 27B13tok/sQ8_04tok/sQ8_0
Mistral Small 3.2 24B11tok/sQ8_04tok/sQ8_0
DeepSeek R1 Distill Qwen 32B8tok/sQ8_0won't run
Llama 3.3 70B5tok/sQ8_0won't run
Ministral 3 14B15tok/sQ8_05tok/sQ8_0
Qwen3 14B14tok/sQ8_05tok/sQ8_0
DeepSeek R1 0528 Qwen3 8B19tok/sQ8_06tok/sQ8_0
Qwen3 8B19tok/sQ8_06tok/sQ8_0
Phi-4 14B13tok/sQ8_04tok/sQ8_0
Qwen 3.5 4B60tok/sQ8_020tok/sQ8_0
Ministral 3 8B20tok/sQ8_07tok/sQ8_0
Granite 4.2 8B17tok/sQ8_06tok/sQ8_0
Gemma 4 E4B44tok/sQ8_015tok/sQ8_0
LFM2.5 8B-A1B43tok/sQ8_014tok/sQ8_0
Llama 3.1 8B22tok/sQ6_K8tok/sQ6_K