Mac mini M4 32GB vs RX 7900 XTX 24GB for Local LLMs

The RX 7900 XTX 24GB has about 700% more memory bandwidth (960 vs 120 GB/s). Batch-1 decode tracks bandwidth closely, so a model that fits both cards should decode roughly 700% faster on the RX 7900 XTX 24GB. The Mac mini M4 32GB fits more of the catalog at Q4/8K — 38 vs 33 of 61 models (32 vs 24 GB VRAM). Largest model that fits the Mac mini M4 32GB but not the RX 7900 XTX 24GB: Mixtral-8x7B-Instruct-v0.1 (46.7B). MSRP is $999 for the Mac mini M4 32GB vs $999 for the RX 7900 XTX 24GB. 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 (47 shared models), the RX 7900 XTX 24GB posts the higher tok/s in 47 rows vs 0. Methodology.

Spec comparison

	Mac mini M4 32GB	RX 7900 XTX 24GB
Vendor	Apple	AMD
VRAM	32 GB	24 GB
Memory type	LPDDR5X	GDDR6
Memory bandwidth	120 GB/s	960 GB/s
TDP	155 W	355 W
MSRP (list)	$999	$999
Buy	Search Amazon (affiliate)	ASRock Radeon RX 7900 XTX Phantom Gaming 24GB OC (affiliate) · More listings

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 47 shared models

Model	Params (B)	Mac mini M4 32GB tok/s	Mac mini M4 32GB fits	RX 7900 XTX 24GB tok/s	RX 7900 XTX 24GB fits	Winner
Qwen3-0.6B	0.8	95.5 est.	Yes	763.6 est.	Yes	RX 7900 XTX 24GB
gemma-3-1b-it	1.0	76.4 est.	Yes	610.9 est.	Yes	RX 7900 XTX 24GB
Llama-3.2-1B-Instruct	1.2	63.6 est.	Yes	509.1 est.	Yes	RX 7900 XTX 24GB
Qwen3-1.7B	2.0	38.2 est.	Yes	305.5 est.	Yes	RX 7900 XTX 24GB
Qwen3-30B-A3B	30.5	25.5 est.	Yes	203.6 est.	Yes	RX 7900 XTX 24GB
Qwen3-Coder-30B-A3B-Instruct	30.5	25.5 est.	Yes	203.6 est.	Yes	RX 7900 XTX 24GB
GLM-4.7-Flash	31.2	25.5 est.	Yes	203.6 est.	Yes	RX 7900 XTX 24GB
Qwen3-30B-A3B-Instruct-2507	30.5	25.5 est.	Yes	203.6 est.	Yes	RX 7900 XTX 24GB
Llama-3.2-3B-Instruct	3.2	41.3 measured	Yes	190.9 est.	Yes	RX 7900 XTX 24GB
gpt-oss-20b	21.5	21.2 est.	Yes	169.7 est.	Yes	RX 7900 XTX 24GB
Qwen3-Coder-Next	79.7	36.1 est.	No	162.3 est.	No	RX 7900 XTX 24GB
Phi-4-mini-instruct	3.8	20.1 est.	Yes	160.8 est.	Yes	RX 7900 XTX 24GB
Phi-4-mini-reasoning	3.8	20.1 est.	Yes	160.8 est.	Yes	RX 7900 XTX 24GB
gemma-3-4b-it	4.3	19.6 est.	Yes	156.6 est.	Yes	RX 7900 XTX 24GB
Qwen3-Next-80B-A3B-Instruct	81.3	34.7 est.	No	156.2 est.	No	RX 7900 XTX 24GB

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 7900 XTX 24GB
Catalog models that fit	38 of 61	33 of 61
Largest exclusive fit	Mixtral-8x7B-Instruct-v0.1 (46.7B)	—

Mac mini M4 32GB details → · RX 7900 XTX 24GB details →