local-AI hardware, benchmarked

Which mini PC actually runs your model?

The buyer's authority on mini PCs & unified-memory boxes for local AI — DGX Spark, Strix Halo, Mac Studio. Real specs, real prices, and the one number that decides token speed: memory bandwidth.

15 boxes compared
Verified specs & ASINs
NVIDIA DGX Spark (GB10 Grace Blackwell)

NVIDIA DGX Spark (GB10 Grace Blackwell)

$4,699+

GMKtec EVO-X2 (Ryzen AI Max+ 395, 128GB)

GMKtec EVO-X2 (Ryzen AI Max+ 395, 128GB)

$3,399 – $3,499

Apple Mac Studio M3 Ultra

Apple Mac Studio M3 Ultra

$3,999 (96GB)

Why run AI locally

Own Your AI Compute

Cloud APIs charge per token and see every prompt. Local hardware gives you privacy, speed, and unlimited usage — on your terms.

Full Data Privacy

Your prompts, code, and data never leave your machine. No API logs, no third-party access, no compliance headaches.

Zero Latency, No Rate Limits

Run inference at hardware speed — no API queues, no throttling, no waiting. Your models respond as fast as your box's memory bandwidth allows.

One-Time Cost, Unlimited Use

API bills compound monthly. Local hardware pays for itself. After the upfront investment, every inference is essentially free.

The shift is happening

AI Is Moving to the Edge

A new class of hardware is shipping built around unified memory. AMD's Ryzen AI Max+ 395 and NVIDIA's GB10 pack 128GB into a box you can hold; Apple's M-series runs 70B models with zero fan noise. Models that needed a multi-GPU rig now fit on a desk.

The hardware is ready. Open models like Llama, Qwen, and DeepSeek are closing the gap with cloud APIs, and Ollama and llama.cpp make local deployment trivial. The question isn't whether to run AI locally — it's which box to buy.

That's where we come in. We test, compare, and rank the best mini PCs and unified-memory boxes for every budget — from a $230 always-on agent host to a DGX Spark running 200B-parameter models, judged on the spec that decides token speed: memory bandwidth.

128GB

Unified memory in a box you can hold

70B

Models run locally on a mini PC

$0

Per-token cost with local inference

256GB/s

Memory bandwidth — the spec that sets token speed

Ready to build your AI setup?

Our Buyer's Guide walks you through everything — from picking the right mini PC to running your first local model.

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