LLM Inference Engines Compared 2026: vLLM vs SGLang vs TGI vs MAX

Serving a large language model in production is a solved problem — until your traffic doubles, your structured output pipeline slows to a crawl, or your cloud bill arrives. The choice of inference engine determines how many GPUs you actually need, ho...