Mac mini scalpers are having a field day thanks to local AI workloads

Apple’s Mac mini has been sold out for weeks now. If you check Apple’s online store, you’ll see shipping estimates pushed out by a month or more. Walk into a physical Apple Store? Good luck. The shelves are bare.

But eBay is a different story. A quick search shows dozens of listings for the M4 Pro and M4 Max Mac mini models, all priced well above retail. Some are going for $300–$500 over MSRP. Others are even higher, depending on the configuration.

This isn’t the usual launch-day frenzy. The Mac mini launched months ago. What changed?

The short answer: local AI models.

Over the past few months, the Mac mini has quietly become a favorite for running local LLMs, diffusion models, and other AI inference workloads. The M-series chips, especially the Pro and Max variants, have impressive unified memory bandwidth and enough GPU cores to run models like Llama 3, Mistral, or even smaller fine-tuned 70B parameter models at usable speeds. And the form factor is hard to beat—a tiny box that sits on your desk, sips power, and doesn’t sound like a jet engine.

I’ve been running a 7B model on my own M2 Mac mini for a few months now, and it’s decent. But the M4 generation is a real step up. The memory bandwidth increase alone makes a noticeable difference in token generation speed. I’m not surprised developers and AI tinkerers are snapping them up.

What’s more surprising is how caught off guard Apple seems to be. The Mac mini has always been a niche product—popular among developers, media servers, and people who want a cheap entry into macOS. But the AI angle seems to have caught them flat-footed. Supply hasn’t kept up with demand, and the scalpers are filling the gap.

Is this sustainable? Probably not. Apple will eventually ramp up production, and the hype cycle will cool down. But for now, if you want a Mac mini for local AI work, you’re either waiting a month or paying a premium on eBay.

Personally, I’d wait. The M4 lineup is great, but paying a scalper $500 extra feels wrong. And by the time supply catches up, there might be even better options—like the rumored M4 Ultra Mac Studio or a future Mac Pro. But if you need it now and have the budget, the Mac mini is genuinely one of the best local AI machines you can buy at this size and price point.

Just don’t blame me when you overpay.