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Hardware comparison

MacBook Pro / Mac mini M4 Pro (48GB) vs AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) 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.

MacBook Pro / Mac mini M4 Pro (48GB) compared with AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) for local LLM inference
HardwareMacBook Pro / Mac mini M4 Pro (48GB)AMD Ryzen AI Max+ 395 “Strix Halo” (128GB)
Memory48.0 GB128.0 GB (better for this comparison)
Bandwidth273 GB/s (better for this comparison)256 GB/s
Price (approx)$2,399 (better for this comparison)Complete system$2,999Complete system
LLMs it runs54 of 6962 of 69 (better for this comparison)
Best model it runsGemma 4 31BQ2_K · estimated 13–20 tok/sGemma 4 31BQ2_K · estimated 12–19 tok/s

Both prices cover complete systems. Prices are approximate catalog estimates; check current configurations and prices before buying.

Both estimated speeds use the same model and quant shown above. Estimates use 4,096 context tokens, llama.cpp and one stream.

The AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) runs 8 more of the tracked models (62 vs 54), thanks to its 128.0 GB of memory. The MacBook Pro / Mac mini M4 Pro (48GB) has more memory bandwidth (273 GB/s). Higher bandwidth can help generation speed, but model, quant, architecture and runtime also affect the estimates.

What the MacBook Pro / Mac mini M4 Pro (48GB) runs →What the AMD Ryzen AI Max+ 395 “Strix Halo” (128GB) runs →Open the calculator →