Best GPU for Local LLM in 2026: The Honest Hardware Guide

Guide overview

VRAM is the single most important spec for local LLM inference. This guide cuts through the benchmark noise to tell you exactly which GPU to buy at each budget, why Apple Silicon is exceptional value for AI, and when renting cloud GPU is smarter than buying.