Mac mini M4 32GB vs RX 7700 XT 12GB for Local LLMs

The RX 7700 XT 12GB has about 260% more memory bandwidth (432 vs 120 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 260% faster on the RX 7700 XT 12GB. The Mac mini M4 32GB fits more of the catalog at Q4/8K — 38 vs 18 of 61 models (32 vs 12 GB VRAM). Largest model that fits the Mac mini M4 32GB but not the RX 7700 XT 12GB: Mixtral-8x7B-Instruct-v0.1 (46.7B). MSRP is $999 for the Mac mini M4 32GB vs $449 for the RX 7700 XT 12GB. 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 (40 shared models), the RX 7700 XT 12GB posts the higher tok/s in 38 rows vs 2. Methodology.

Spec comparison

	Mac mini M4 32GB	RX 7700 XT 12GB
Vendor	Apple	AMD
VRAM	32 GB	12 GB
Memory type	LPDDR5X	GDDR6
Memory bandwidth	120 GB/s	432 GB/s
TDP	155 W	245 W
MSRP (list)	$999	$449
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 40 shared models

Model	Params (B)	Mac mini M4 32GB tok/s	Mac mini M4 32GB fits	RX 7700 XT 12GB tok/s	RX 7700 XT 12GB fits	Winner
Qwen3-0.6B	0.8	95.5 est.	Yes	343.6 est.	Yes	RX 7700 XT 12GB
gemma-3-1b-it	1.0	76.4 est.	Yes	274.9 est.	Yes	RX 7700 XT 12GB
Llama-3.2-1B-Instruct	1.2	63.6 est.	Yes	229.1 est.	Yes	RX 7700 XT 12GB
gpt-oss-20b	21.5	21.2 est.	Yes	171.1 est.	No	RX 7700 XT 12GB
Qwen3-1.7B	2.0	38.2 est.	Yes	137.5 est.	Yes	RX 7700 XT 12GB
Qwen3-30B-A3B	30.5	25.5 est.	Yes	111.6 est.	No	RX 7700 XT 12GB
Qwen3-Coder-30B-A3B-Instruct	30.5	25.5 est.	Yes	111.6 est.	No	RX 7700 XT 12GB
Qwen3-30B-A3B-Instruct-2507	30.5	25.5 est.	Yes	111.6 est.	No	RX 7700 XT 12GB
GLM-4.7-Flash	31.2	25.5 est.	Yes	107.1 est.	No	RX 7700 XT 12GB
Llama-3.2-3B-Instruct	3.2	41.3 measured	Yes	85.9 est.	Yes	RX 7700 XT 12GB
Phi-4-mini-instruct	3.8	20.1 est.	Yes	72.3 est.	Yes	RX 7700 XT 12GB
Phi-4-mini-reasoning	3.8	20.1 est.	Yes	72.3 est.	Yes	RX 7700 XT 12GB
gemma-3-4b-it	4.3	19.6 est.	Yes	70.5 est.	Yes	RX 7700 XT 12GB
Qwen3-4B-Instruct-2507	4.0	19.1 est.	Yes	68.7 est.	Yes	RX 7700 XT 12GB
Qwen3-4B-Thinking-2507	4.0	19.1 est.	Yes	68.7 est.	Yes	RX 7700 XT 12GB

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 32GB	RX 7700 XT 12GB
Catalog models that fit	38 of 61	18 of 61
Largest exclusive fit	Mixtral-8x7B-Instruct-v0.1 (46.7B)	—

Mac mini M4 32GB details → · RX 7700 XT 12GB details →