How to Optimize Latency, Throughput, and Cost in Large-scale LLM Deployments?

When moving from a pilot to a production LLM environment, latency becomes the primary bottleneck. We discuss the use of KV caching, quantization techniques (QLoRA), and proper GPU orchestration (vLLM) to maximize throughput while keeping infrastructure costs manageable.