Apple silicon
Apple Mac mini (M5 Pro)
- Memory
- 64 GB
- Bandwidth
- 307 GB/s
Largest popular model at 4-bit: Qwen3.6 35B A3B
Up to 64 GB at 307 GB/s in a quiet mini PC: 27–35B models at a comfortable pace.
NVIDIA · NVIDIA GPUs · 2025
48 GB in a 300 W blower card: 70B dense models on one quiet-ish GPU.
from $4,500 (typical price)
Researched from manufacturer data and public sources; not tested by us.· Last reviewed Oct 11, 2026
Popular models at Q4_K_M with a 32K-token context. Memory needed from real model files; speed is the theoretical ceiling.
Model weightsContext cache (KV)RuntimeUsable limit (colour = verdict)
| Model | Verdict | Memory | Speed ceiling |
|---|---|---|---|
| Qwen3 1.7B | Runs | ≤ 1,211 tok/s | |
| Qwen3.5 9B | Runs | ≤ 237 tok/s | |
| Gemma 4 12B | Runs | ≤ 189 tok/s | |
| gpt-oss-20b | Runs | ≤ 671 tok/s | |
| Qwen3.6 27B | Runs | ≤ 80 tok/s | |
| Qwen3.6 35B A3B | Runs | ≤ 729 tok/s | |
| Llama 3.3 70B | Not enough memory | — | |
| gpt-oss-120b | Partly in system RAM | — | |
| Qwen3.5 122B A10B | Partly in system RAM | — | |
| Qwen3.5 397B A17B | Partly in system RAM | — |
Theoretical maximum for generating text: memory bandwidth divided by the bytes read per token. Real runs usually reach about half to three quarters of it.
Prices are editorial references (launch price and a typical street price on the date shown), not live prices. In 2026 the memory shortage has pushed many prices well above launch.
Prices are shown only if updated in the last 24 hours and may change; the retailer’s price at checkout applies. We may earn a commission from these links at no cost to you. Affiliate disclosure
Best for: Workstations and servers that need 48 GB without two consumer cards.
Good for a compact 48 GB server; two used RTX 3090s are cheaper if you have the room.
Source: Manufacturer specifications
How well the popular local-AI tools run on it today (editorial assessment).
Measured results with their source. We never invent speeds.
No measured results yet. The table above shows the theoretical ceiling instead.
Apple silicon
Largest popular model at 4-bit: Qwen3.6 35B A3B
Up to 64 GB at 307 GB/s in a quiet mini PC: 27–35B models at a comfortable pace.
Apple silicon
Largest popular model at 4-bit: Qwen3.5 397B A17B
Up to 512 GB at 1.2 TB/s: the only single box that holds DeepSeek R1 or Qwen3.5 397B at 4-bit.

DGX Spark / GB10
Largest popular model at 4-bit: Qwen3.5 122B A10B
128 GB with CUDA in a tiny box: the NVIDIA answer to Strix Halo and the Mac.