Mac mini M4 32GB vs AMD Radeon RX 7900 XTX
For running models locally, priced in the US. At 32k context the first runs 24 models fully in memory, the second 26.
In short
The Mac mini M4 32GB has more memory for models: 32 GB against 24 GB. At 32k context the AMD Radeon RX 7900 XTX runs 26 of the models we track fully in memory and the Mac mini M4 32GB 24; only the AMD Radeon RX 7900 XTX holds Qwen 3.6 35B-A3B. On the models both run fully in memory, the AMD Radeon RX 7900 XTX is about 6.7× 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.
Specifications
| Spec | Mac mini M4 32GB | AMD Radeon RX 7900 XTX |
|---|---|---|
| Chip | Apple M4 (10-core GPU) | – |
| Memory bus | 128-bit | 384-bit |
| Memory bandwidth | 120 GB/s | 960 GB/s |
| FP16 compute | 3.76 TFLOPS | 123 TFLOPS |
| Software | Metal | ROCm |
| Unified memory | 32 GB | – |
| GPU can use by default | 21.3 GB | – |
| GPU can use, tuned | 24 GB | – |
| Operating system | macos | – |
| Processor | M4 10-core | – |
| Storage | 512 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.
| Model | Mac mini M4 32GB | AMD Radeon RX 7900 XTX |
|---|---|---|
| Qwen 3.8 27B | 4tok/sUD-Q4_K_M | 24tok/sUD-Q5_K_M |
| Qwen 3.6 27B | 4tok/sQ5_K_M | 24tok/sQ5_K_M |
| Gemma 4 31B | 4tok/sQ4_K_M | 24tok/sQ4_K_M |
| Qwen 3.5 27B | 4tok/sQ5_K_M | 24tok/sQ5_K_M |
| Qwen 3.6 35B-A3B | won't run | 123tok/sUD-Q4_K_M |
| Gemma 4 26B-A4B | 13tok/sUD-Q4_K_M | 76tok/sUD-Q5_K_M |
| GLM 4.7 Flash | 10tok/sQ4_K_M | 60tok/sQ5_K_M |
| Devstral Small 2 24B | 4tok/sQ4_K_M | 24tok/sQ5_K_M |
| Qwen 3.5 35B-A3B | won't run | 123tok/sQ4_K_M |
| gpt-oss 20B | 15tok/sMXFP4 | 98tok/sMXFP4 |
| Qwen3 Coder 30B-A3B | 9tok/sQ4_K_M | 63tok/sQ4_K_M |
| Gemma 4 12B | 6tok/sQ8_0 | 39tok/sQ8_0 |
| Qwen 3.5 9B | 7tok/sQ8_0 | 50tok/sQ8_0 |
| Gemma 3 27B | 4tok/sQ4_K_M | 24tok/sQ5_K_M |
| Mistral Small 3.2 24B | 4tok/sQ4_K_M | 24tok/sQ5_K_M |
| Ministral 3 14B | 4tok/sQ8_0 | 27tok/sQ8_0 |
| Qwen3 14B | 4tok/sQ8_0 | 25tok/sQ8_0 |
| DeepSeek R1 0528 Qwen3 8B | 6tok/sQ8_0 | 39tok/sQ8_0 |
| Qwen3 8B | 6tok/sQ8_0 | 39tok/sQ8_0 |
| Phi-4 14B | 4tok/sQ6_K | 24tok/sQ8_0 |
| Qwen 3.5 4B | 14tok/sQ8_0 | 94tok/sQ8_0 |
| Ministral 3 8B | 6tok/sQ8_0 | 39tok/sQ8_0 |
| Granite 4.2 8B | 5tok/sQ8_0 | 36tok/sQ8_0 |
| Gemma 4 E4B | 9tok/sQ8_0 | 58tok/sQ8_0 |
| LFM2.5 8B-A1B | 18tok/sQ8_0 | 118tok/sQ8_0 |
| Llama 3.1 8B | 7tok/sQ6_K | 49tok/sQ6_K |
| Qwen 3.5 122B-A10B | won't run | offload |
| Qwen3 Coder Next | won't run | offload |
| Mistral Small 4 119B | won't run | offload |
| GLM 4.5 Air | won't run | offload |
| Qwen3 Next 80B-A3B | won't run | offload |
| Nemotron 3.5 Lightning 30B-A3B | won't run | offload |
| Kimi Linear 48B-A3B | won't run | offload |
| Qwen3 32B | won't run | offload |
| DeepSeek R1 Distill Qwen 32B | won't run | offload |
| DeepSeek V4 Flash | won't run | won't run |
| GLM 5.3 Flash | won't run | won't run |
| Qwen 3.8 Flash Next | won't run | won't run |
| MiniMax M2.7 | won't run | won't run |
| Nemotron 3 Super 120B-A12B | won't run | won't run |
| gpt-oss 120B | won't run | won't run |
| Llama 3.3 70B | won't run | won'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 32k context the AMD Radeon RX 7900 XTX runs 26 of the models we track fully in memory and the Mac mini M4 32GB 24; only the AMD Radeon RX 7900 XTX holds Qwen 3.6 35B-A3B.
- 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 6.7× 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.
More comparisons
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