Mac mini M4 16GB vs AMD Radeon RX 7900 XTX
For running models locally, priced in the US. At 64k context the first runs 16 models fully in memory, the second 40.
In short
The AMD Radeon RX 7900 XTX has more memory for models: 24 GB against 16 GB. At 64k context the AMD Radeon RX 7900 XTX runs 40 of the models we track fully in memory and the Mac mini M4 16GB 16; only the AMD Radeon RX 7900 XTX holds Qwen 3.8 27B. 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 16GB (estimated, median across models). In the US the Mac mini M4 16GB costs $999 at Amazon and the AMD Radeon RX 7900 XTX $1,020 at Amazon: the Mac mini M4 16GB is $21 cheaper.
Updated . Speeds are estimates; how they are worked out.
Specifications
| Spec | Mac mini M4 16GB | 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 | 16 GB | – |
| GPU can use by default | 10.7 GB | – |
| GPU can use, tuned | 10.666666666666666 GB | – |
| Operating system | macos | – |
| Processor | M4 10-core | – |
| Storage | 256 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 16GB | AMD Radeon RX 7900 XTX |
|---|---|---|
| Qwen 3.8 27B | won't run | 24tok/sQ4_K_M |
| Qwen 3.6 27B | won't run | 25tok/sQ4_K_M |
| Qwen 3.5 27B | won't run | 25tok/sQ4_K_M |
| Qwen 3.6 35B-A3B | won't run | 97tok/sUD-Q4_K_M |
| Gemma 4 26B-A4B | won't run | 66tok/sUD-Q5_K_M |
| GLM 4.7 Flash | won't run | 48tok/sQ4_K_M |
| Qwen 3.5 35B-A3B | won't run | 98tok/sQ4_K_M |
| gpt-oss 20B | won't run | 78tok/sMXFP4 |
| Gemma 4 12B | 8tok/sQ5_K_M | 38tok/sQ8_0 |
| Qwen 3.5 9B | 8tok/sQ6_K | 45tok/sQ8_0 |
| Gemma 3 27B | won't run | 24tok/sQ4_K_M |
| Ministral 3 14B | won't run | 24tok/sQ6_K |
| Qwen3 14B | won't run | 23tok/sQ6_K |
| DeepSeek R1 0528 Qwen3 8B | won't run | 29tok/sQ8_0 |
| Phi-4 14B | won't run | 24tok/sQ4_K_M |
| Qwen3 8B | won't run | 29tok/sQ8_0 |
| Qwen 3.5 4B | 12tok/sQ8_0 | 79tok/sQ8_0 |
| Granite 4.2 8B | won't run | 26tok/sQ8_0 |
| Ministral 3 8B | won't run | 29tok/sQ8_0 |
| Gemma 4 E4B | 8tok/sQ8_0 | 52tok/sQ8_0 |
| LFM2.5 8B-A1B | 12tok/sUD-Q6_K | 74tok/sQ8_0 |
| Llama 3.1 8B | won't run | 35tok/sQ6_K |
| Qwen2.5 0.5B | 58tok/sQ8_0 | 395tok/sQ8_0 |
| Qwen3.5 0.8B | 48tok/sQ8_0 | 323tok/sQ8_0 |
| Qwen3.5 2B | 35tok/sQ5_K_M | 234tok/sQ5_K_M |
| DeepSeek R1 Distill Qwen 1.5B | 21tok/sQ8_0 | 140tok/sQ8_0 |
| MiniCPM5 2B | 14tok/sQ8_0 | 96tok/sQ8_0 |
| LFM2.5 2.6B | 11tok/sQ8_0 | 77tok/sQ8_0 |
| LFM2.5 VL 3B | 11tok/sQ8_0 | 77tok/sQ8_0 |
| GLM 4.6V Flash | 9tok/sQ4_K_M | 42tok/sQ8_0 |
| granite vision 4.1 4b | 9tok/sQ8_0 | 59tok/sQ8_0 |
| granite 4.2 3b | 8tok/sQ8_0 | 57tok/sQ8_0 |
| DeepSeek R1 Distill Qwen 7B | 8tok/sQ6_K | 45tok/sQ8_0 |
| DeepSeek R1 Distill Llama 8B | won't run | 31tok/sQ8_0 |
| DeepSeek R1 Distill Qwen 14B | won't run | 23tok/sQ5_K_M |
| GLM 4.1V 9B Thinking | won't run | 37tok/smlx-8bit |
| Kimi VL A3B | won't run | 60tok/smlx-8bit |
| LFM2.5 24B A2B | won't run | 48tok/sQ4_K_M |
| Mellum2.1 12B A2.5B Thinking | won't run | 87tok/sQ8_0 |
| Ministral 3 8B Reasoning 2512 | won't run | 29tok/sQ8_0 |
| Qwen 3.5 122B-A10B | won't run | offload |
| Gemma 4 31B | won't run | offload |
| Qwen3 Coder Next | won't run | offload |
| Mistral Small 4 119B | won't run | offload |
| Devstral Small 2 24B | 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 Coder 30B-A3B | won't run | offload |
| Qwen3 32B | won't run | offload |
| DeepSeek R1 Distill Qwen 32B | won't run | offload |
| Mistral Small 3.2 24B | won't run | offload |
| Devstral Small 2507 | won't run | offload |
| Magistral Small 2506 | won't run | offload |
| Magistral Small 2507 | won't run | offload |
| Magistral Small 2509 | won't run | offload |
| granite 4.2 30b | 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 |
| GLM 4.5 Air | won't run | won't run |
| Llama 3.3 70B | won't run | won't run |
| DeepSeek R1 | won't run | won't run |
| DeepSeek R1 0528 | won't run | won't run |
| DeepSeek R1 Distill Llama 70B | won't run | won't run |
| DeepSeek V3 0324 | won't run | won't run |
| DeepSeek V3.1 | won't run | won't run |
| DeepSeek V3.2 | won't run | won't run |
| DeepSeek V4 Flash 0731 | won't run | won't run |
| DeepSeek V4 Flash Vision Exp | won't run | won't run |
| Devstral 2 123B Instruct 2512 | won't run | won't run |
| GLM 4.5V | won't run | won't run |
| GLM 4.6V | won't run | won't run |
| GLM 4.7 | won't run | won't run |
| GLM 5.1 | won't run | won't run |
| GLM 5.2 | won't run | won't run |
| GLM 5.3 | won't run | won't run |
| Kimi K2 | won't run | won't run |
| Kimi K2 Instruct 0905 | won't run | won't run |
| Kimi K2 Thinking | won't run | won't run |
| Kimi K2.5 | won't run | won't run |
| MiniMax M2 | won't run | won't run |
| MiniMax M2.1 | won't run | won't run |
| MiniMax M2.5 | won't run | won't run |
| MiniMax M3 | won't run | won't run |
| Mistral Medium 3.5 128B | won't run | won't run |
Questions
- Which is better for local AI, the Mac mini M4 16GB 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 16GB to spend less.
- Which can run bigger models, the Mac mini M4 16GB or the AMD Radeon RX 7900 XTX?
- At 64k context the AMD Radeon RX 7900 XTX runs 40 of the models we track fully in memory and the Mac mini M4 16GB 16; only the AMD Radeon RX 7900 XTX holds Qwen 3.8 27B.
- Which is faster for local AI, the Mac mini M4 16GB 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 16GB (estimated, median across models).
- What is the price difference between the Mac mini M4 16GB and the AMD Radeon RX 7900 XTX?
- In the US the Mac mini M4 16GB costs $999 at Amazon and the AMD Radeon RX 7900 XTX $1,020 at Amazon: the Mac mini M4 16GB is $21 cheaper.
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