8 LLM Inference Frameworks You Should Try in 2026

Eight large language model (LLM) inference frameworks are reviewed for 2026, highlighting their features for efficient, scalable serving in data centers and edge environments. Frameworks like vLLM and SGLang offer advanced memory management, batching, and API compatibility to optimize concurrent request handling on GPUs and other hardware.