Mac mini M4 vs M6, 32GB for local AI

Both hold 19 of the 39 open models here. The Mac mini M4, 32GB costs $300 less. On Qwen3.8 27B, the strongest model both hold, the Mac mini M6, 32GB is about 1.4× faster: 6.9 tok/s against 4.8, both estimated from memory bandwidth. The Mac mini M4, 32GB pays for itself sooner, in 13 years against 17 years at 500k tokens a day. The Mac mini M4, 32GB is the previous generation, so every figure here for it is priced at what it launched at rather than at a price you can pay today.

Run the numbers on the Mac mini M4, 32GB · or the Mac mini M6, 32GB

What the newer chip buys

These are the same machine a generation apart, in the same case and at the same memory size, so this is the upgrade question rather than a choice between two things on sale. What separates them is bandwidth: the M6 reads its memory at 170 GB/s where the M4 reads it at 120. Decoding reads the whole model out of memory for every token it writes, so that is the figure the speeds in the table follow. The M6 here is listed as 12-core CPU / 12-core GPU, against the M4's 10-core CPU / 10-core GPU.

The two power figures are equal for a reason that is not about either machine: Apple has not published one for the M6, so the data stands the M4's published 65 W in for it and this page prices the electricity into both columns from that. Read it as a placeholder, not as a finding that the newer chip draws the same.

Apple stopped selling the Mac mini M4, 32GB on 25 August 2026, so the $999 above is the price it launched at, and every figure on this page for it is priced at that. A used or refurbished one costs whatever it costs, and pay-back follows the price rather than the machine. Open the calculator on the Mac mini M4, 32GB and put in what you would actually pay; the years move with it. Its own page has what the data records about buying one now.

How much use it takes to pay back

Everything above is at 500k tokens a day. Pay-back moves with how much you actually run, so here are both machines on Qwen3.8 27B, the strongest model both hold, at the five levels of use the calculator names. The Mac mini M4, 32GB pays back sooner at every level up to 4M tokens a day. Above that the Mac mini M6, 32GB does.

On Qwen3.8 27B neither machine can generate 20M tokens a day: the Mac mini M4, 32GB manages at most 6.69M and the Mac mini M6, 32GB at most 9.47M. Both figures on that row are for the most each can do.

Run the Mac mini M4, 32GB at 20M tokens a day · or the Mac mini M6, 32GB

Memory is not what separates them

Every model on this list that fits one machine fits the other, and not only at 32k of context: across all 39 models the calculator counts, at every context from 4k to 256k, there is no model one holds and the other does not. Both leave 21 GB to the GPU. So the choice between them is speed, price and power, not what they can hold.

The assumptions behind both columns

Both columns use the same usage: 500k tokens a day at 15:1 input to output, 32k of context, $0.17 per kWh, and today's API prices held flat. Speeds marked estimated are worked out from memory bandwidth rather than measured, and pay-back scales with them. Graphics cards are priced as the card alone, so add the PC around one before comparing it with a complete computer. Change any of it in the calculator.

More head to head: everything the Mac mini M4, 32GB runs · everything the Mac mini M6, 32GB runs · every other match-up · the quickest pay-back at each level of use · every model against the frontier