MACSTUDIOS.NET · Field Guide · Data verified Jul 2026

Cheapest Mac to run Qwen3-Coder 480B

480B parameters (35B active) · quality index 39 · coding 69 · every Apple Silicon Mac ever sold, compared. It is a mixture-of-experts model: all 480B parameters must sit in memory, but only 35B compute per token, which is why it is faster than dense models of similar size.

The cheapest Mac that runs Qwen3-Coder 480B comfortably is a used Mac Studio M3 Ultra 32c/80c 512GB (2025) at about $7,457 EST. on the used market — running Q5_K_M quantization at roughly 16 tok/s with up to 147K tokens of context.

Every Mac that runs it, by used price

MachineUsed priceRuns atEst. speedMax context
Mac Studio M3 Ultra 32c/80c 512GB (2025)$7,457 EST.Q5_K_M16 tok/s147K tokens

Run it

ollama run qwen3-coder:480b pulls the default (≈Q4) build once you have Ollama installed.

Or skip the hardware

Cloud APIs serve Qwen3-Coder 480B at about $1.2 per million output tokens. The main site's break-even solver computes the daily usage where owning a Mac becomes cheaper than renting.

Open the interactive guide — speed simulator, TCO, all 75 machines →
Estimates: used prices are market ballparks, speeds are bandwidth-model estimates (±30%) calibrated against llama.cpp benchmarks — the methodology documents every formula. Computed from the same dataset as the live tool.