The best laptops for running local AI models in 2026

For most people, the best laptop for running local AI models in 2026 is the Apple MacBook Pro with M4 Max (now succeeded by the M5 Max) — up to 128GB of unified memory runs 70B quantized models at a usable speed, silently, where a laptop GPU cannot hold them at all.