You already have an M4 Mac mini running services. The useful question is whether a hardware upgrade would reduce cloud API bills enough to justify itself.

What to do: Benchmark your actual workloads and monthly API spend before considering new hardware.

Source and practical details: https://www.apple.com/newsroom/2026/09/get-ready-to-experience-iphone-18-pro-the-new-apple-watch-lineup-and-airpods-5/

Go to Source: https://www.apple.com/newsroom/2026/09/get-ready-to-experience-iphone-18-pro-the-new-apple-watch-lineup-and-airpods-5/

Apple's September 2026 hardware announcement describes the Mac mini with M6 or M5 Pro and a Mac Studio with M5 Ultra, with higher AI throughput than earlier Apple silicon. Action: Benchmark your actual workloads and monthly API spend before considering new hardware.