AI What Is Model Quantization and Which Format Should You Use for Local LLMs in 2026? Choosing between GGUF, GPTQ, and AWQ quantization formats can make or break your local LLM deployment. This data-backed guide breaks down which format works best for your hardware and use case in 2026.