Hardware comparison
AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) vs Intel Arc B580 (12GB) for local LLMs
How the two stack up for running open-source LLMs locally — memory, bandwidth, price, and how many of the 69 tracked models each one can run.
Scroll sideways to compare both machines. Keyboard: focus the table, then use the arrow keys. Metric names stay visible.
| Hardware | AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) | Intel Arc B580 (12GB) |
|---|---|---|
| Memory | 128.0 GB (better for this comparison) | 12.0 GB |
| Bandwidth | 256 GB/s | 456 GB/s (better for this comparison) |
| Price (approx) | $2,999Complete system | $289GPU only · host PC required, sold separately |
| LLMs it runs | 62 of 69 (better for this comparison) | 30 of 69 |
| Best model it runs | Gemma 4 31BQ2_K · estimated 12–19 tok/s | Mistral Small 3.2 24BQ2_K · estimated 32–48 tok/s |
These prices cover different purchases: a GPU card excludes its required host PC; a complete system includes the machine. No price winner is marked. Prices are approximate catalog estimates; check current configurations and prices before buying.
The recommended models differ. These estimated speeds are not a like-for-like comparison. Estimates use 4,096 context tokens, llama.cpp and one stream.
The AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) runs 32 more of the tracked models (62 vs 30), thanks to its 128.0 GB of memory. The Intel Arc B580 (12GB) has more memory bandwidth (456 GB/s). Higher bandwidth can help generation speed, but model, quant, architecture and runtime also affect the estimates.