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Mac mini M4 32GB vs AMD Radeon RX 7900 XTX

For running models locally, priced in the US. At 128k context the first runs 7 models fully in memory, the second 8.

In short

The Mac mini M4 32GB has more memory for models: 32 GB against 24 GB. At 128k context the AMD Radeon RX 7900 XTX runs 8 of the models we track fully in memory and the Mac mini M4 32GB 7; only the AMD Radeon RX 7900 XTX holds Llama 3.1 8B. On the models both run fully in memory, the AMD Radeon RX 7900 XTX is about 6.8× as fast as the Mac mini M4 32GB (estimated, median across models). In the US the Mac mini M4 32GB costs $1,420 at eBay and the AMD Radeon RX 7900 XTX $1,533 at Amazon: the Mac mini M4 32GB is $113 cheaper.

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

Mac mini M4 32GB

$1,420

eBay

Add to build
AMD Radeon RX 7900 XTX

$1,533

Amazon

Add to build

Specifications

SpecMac mini M4 32GBAMD Radeon RX 7900 XTX
ChipApple M4 (10-core GPU)–
Memory bus128-bit384-bit
Memory bandwidth120 GB/s960 GB/s
FP16 compute3.76 TFLOPS123 TFLOPS
SoftwareMetalROCm
Unified memory32 GB–
GPU can use by default21.3 GB–
GPU can use, tuned24 GB–
Operating systemmacos–
ProcessorM4 10-core–
Storage512 GB–
GPU–Radeon RX 7900 XTX
Memory–24 GB GDDR6
Board power–355 W
PCIe generation–Gen 4
PCIe lanes–x16

What each runs

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

ModelMac mini M4 32GBAMD Radeon RX 7900 XTX
Gemma 4 26B-A4B9tok/sUD-Q4_K_M57tok/sUD-Q4_K_M
gpt-oss 20B8tok/sMXFP456tok/sMXFP4
Gemma 4 12B5tok/sQ8_035tok/sQ8_0
Qwen 3.5 9B6tok/sQ8_038tok/sQ8_0
Qwen 3.5 4B9tok/sQ8_060tok/sQ8_0
Gemma 4 E4B7tok/sQ8_044tok/sQ8_0
LFM2.5 8B-A1B6tok/sQ8_042tok/sQ8_0
Llama 3.1 8Bwon't run23tok/sQ5_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
Ministral 3 8Bwon'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

Questions

Which is better for local AI, the Mac mini M4 32GB or the AMD Radeon RX 7900 XTX?
Choose the AMD Radeon RX 7900 XTX to run bigger models. Choose the AMD Radeon RX 7900 XTX for speed. Choose the Mac mini M4 32GB to spend less.
Which can run bigger models, the Mac mini M4 32GB or the AMD Radeon RX 7900 XTX?
At 128k context the AMD Radeon RX 7900 XTX runs 8 of the models we track fully in memory and the Mac mini M4 32GB 7; only the AMD Radeon RX 7900 XTX holds Llama 3.1 8B.
Which is faster for local AI, the Mac mini M4 32GB or the AMD Radeon RX 7900 XTX?
On the models both run fully in memory, the AMD Radeon RX 7900 XTX is about 6.8× 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 AMD Radeon RX 7900 XTX?
In the US the Mac mini M4 32GB costs $1,420 at eBay and the AMD Radeon RX 7900 XTX $1,533 at Amazon: the Mac mini M4 32GB is $113 cheaper.

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