A Practical Guide to CPU-Optimized LLM Deployment on Intel® Xeon® 6 Processors on AWS.

Deploying large language models no longer requires expensive GPUs or complex infrastructure. In this guide, we show how Intel® Xeon® 6 processors paired with vLLM deliver high‑throughput, production‑ready LLM inference entirely on CPUs. Learn how to launch a scalable, OpenAI‑compatible endpoint on AWS Marketplace – complete with NUMA‑aware parallelism, BF16 acceleration, chunked prefill, and optimized KV‑cache performance – so you can run enterprise‑grade LLM workloads at a fraction of traditional GPU costs.