Mac mini M4 32GB vs AMD Radeon RX 7900 XTX
For running models locally, priced in Germany. At 8k context the first runs 26 models fully in memory, the second 28.
In short
The Mac mini M4 32GB has more memory for models: 32 GB against 24 GB. At 8k context the AMD Radeon RX 7900 XTX runs 28 of the models we track fully in memory and the Mac mini M4 32GB 26; 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 Germany the Mac mini M4 32GB costs 1.400 € at eBay (used) and the AMD Radeon RX 7900 XTX 1.555 € at eBay: the Mac mini M4 32GB is 155 € 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-Q5_K_M | 23tok/sUD-Q6_K |
| Qwen 3.6 27B | 4tok/sQ5_K_M | 23tok/sQ6_K |
| Gemma 4 31B | 4tok/sQ4_K_M | 23tok/sQ5_K_M |
| Qwen 3.5 27B | 4tok/sQ5_K_M | 23tok/sQ6_K |
| Qwen 3.6 35B-A3B | won't run | 153tok/sUD-Q4_K_M |
| Gemma 4 26B-A4B | 13tok/sUD-Q5_K_M | 80tok/sUD-Q6_K |
| GLM 4.7 Flash | 12tok/sQ5_K_M | 79tok/sQ5_K_M |
| Devstral Small 2 24B | 4tok/sQ6_K | 26tok/sQ6_K |
| Qwen 3.5 35B-A3B | won't run | 153tok/sQ4_K_M |
| Qwen3 Coder 30B-A3B | 18tok/sQ4_K_M | 108tok/sQ5_K_M |
| gpt-oss 20B | 18tok/sMXFP4 | 120tok/sMXFP4 |
| Qwen3 32B | 4tok/sQ4_K_M | 24tok/sQ4_K_M |
| Gemma 4 12B | 6tok/sQ8_0 | 40tok/sQ8_0 |
| Qwen 3.5 9B | 8tok/sQ8_0 | 54tok/sQ8_0 |
| Gemma 3 27B | 4tok/sQ5_K_M | 23tok/sQ6_K |
| Mistral Small 3.2 24B | 4tok/sQ6_K | 26tok/sQ6_K |
| DeepSeek R1 Distill Qwen 32B | 4tok/sQ4_K_M | 24tok/sQ4_K_M |
| Ministral 3 14B | 5tok/sQ8_0 | 34tok/sQ8_0 |
| Qwen3 14B | 5tok/sQ8_0 | 31tok/sQ8_0 |
| DeepSeek R1 0528 Qwen3 8B | 8tok/sQ8_0 | 53tok/sQ8_0 |
| Qwen3 8B | 8tok/sQ8_0 | 53tok/sQ8_0 |
| Phi-4 14B | 5tok/sQ8_0 | 31tok/sQ8_0 |
| Qwen 3.5 4B | 16tok/sQ8_0 | 110tok/sQ8_0 |
| Ministral 3 8B | 8tok/sQ8_0 | 52tok/sQ8_0 |
| Granite 4.2 8B | 7tok/sQ8_0 | 49tok/sQ8_0 |
| Gemma 4 E4B | 9tok/sQ8_0 | 62tok/sQ8_0 |
| LFM2.5 8B-A1B | 32tok/sQ8_0 | 216tok/sQ8_0 |
| Llama 3.1 8B | 10tok/sQ6_K | 69tok/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 |
| Llama 3.3 70B | 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 |
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 8k context the AMD Radeon RX 7900 XTX runs 28 of the models we track fully in memory and the Mac mini M4 32GB 26; 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 Germany the Mac mini M4 32GB costs 1.400 € at eBay (used) and the AMD Radeon RX 7900 XTX 1.555 € at eBay: the Mac mini M4 32GB is 155 € cheaper.
More comparisons
- Intel Arc Pro B60 vs Mac mini M4 32GB
- Intel Arc Pro B60 vs AMD Radeon RX 7900 XTX
- Mac mini M4 16GB vs Mac mini M4 32GB
- Mac mini M4 32GB vs Mac mini M4 Pro 48GB
- Mac mini M4 32GB vs AMD Radeon AI PRO R9700
- Mac mini M4 32GB vs NVIDIA GeForce RTX 3090
- Mac mini M4 32GB vs NVIDIA GeForce RTX 4070 Ti Super
- Mac mini M4 32GB vs NVIDIA GeForce RTX 4080 Super
- Mac mini M4 32GB vs NVIDIA GeForce RTX 5070 Ti
- Mac mini M4 32GB vs NVIDIA GeForce RTX 5080