Local LLM What GPU Do I Need to Run Local LLMs? A Complete Hardware Guide for 2026 VRAM is the single most important spec for local LLMs. This complete guide breaks down exactly which GPU you need—from $250 Intel Arc to RTX 4090—with real benchmarks for Llama 4, DeepSeek R1, and more.