MacBook Pro M1 Max 32GB vs Mac mini M4 32GB for Local LLMs

The MacBook Pro M1 Max 32GB has about 233% more memory bandwidth (400 vs 120 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 233% faster on the MacBook Pro M1 Max 32GB. Both fit the same number of catalog models at Q4/8K (39 of 69; 32 vs 32 GB VRAM). MSRP is $3,299 for the MacBook Pro M1 Max 32GB vs $999 for the Mac mini M4 32GB. 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 (53 shared models), the MacBook Pro M1 Max 32GB posts the higher tok/s in 53 rows vs 0. Methodology.

Spec comparison

	MacBook Pro M1 Max 32GB	Mac mini M4 32GB
Vendor	Apple	Apple
VRAM	32 GB	32 GB
Memory type	LPDDR5	LPDDR5X
Memory bandwidth	400 GB/s	120 GB/s
TDP	120 W	155 W
MSRP (list)	$3,299	$999
Buy	Search 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 53 shared models

Model	Params (B)	MacBook Pro M1 Max 32GB tok/s	MacBook Pro M1 Max 32GB fits	Mac mini M4 32GB tok/s	Mac mini M4 32GB fits	Winner
MiniCPM5-1B	1.08	235.7 est.	Yes	70.7 est.	Yes	MacBook Pro M1 Max 32GB
Qwen3.5-2B	2.0	127.3 est.	Yes	38.2 est.	Yes	MacBook Pro M1 Max 32GB
Qwen3-Coder-Next	79.7	122.9 est.	No	36.9 est.	No	MacBook Pro M1 Max 32GB
Qwen3-Next-80B-A3B-Instruct	81.3	118.2 est.	No	35.5 est.	No	MacBook Pro M1 Max 32GB
DeepSeek-R1-0528-Qwen3-8B-layer-mix-bpw-3.8-mlx	2.3	110.7 est.	Yes	33.2 est.	Yes	MacBook Pro M1 Max 32GB
Qwen3.6-35B-A3B	36.0	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
Qwen3.5-35B-A3B	34.7	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
GLM-4.7-Flash	31.2	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
Qwen3-30B-A3B-Instruct-2507	30.5	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
Nemotron-3-Nano-Omni-30B-A3B-Reasoning-BF16	30.0	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
Ornith-1.0-35B	35.0	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
qwen35b-a3b-fable-sft-abliterated	34.7	84.8 est.	Yes	25.5 est.	Yes	MacBook Pro M1 Max 32GB
Llama-3.2-3B-Instruct	3.2	79.5 est.	Yes	41.3 measured	Yes	MacBook Pro M1 Max 32GB
gpt-oss-20b	21.5	70.7 est.	Yes	21.2 est.	Yes	MacBook Pro M1 Max 32GB
gemma-4-26B-A4B-it	25.2	67.0 est.	Yes	20.1 est.	Yes	MacBook Pro M1 Max 32GB

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 M1 Max 32GB	Mac mini M4 32GB
Catalog models that fit	39 of 69	39 of 69
Largest exclusive fit	—	—

MacBook Pro M1 Max 32GB details → · Mac mini M4 32GB details →