Optimizing LLM Deployment for Low-Latency Applications

Latency is the difference between a delightful AI feature and an abandoned one. Here are practical techniques for production LLM deployments.

Batching and caching

Prompt caching and continuous batching dramatically cut cost and time-to-first-token.

Model routing

Route simple requests to smaller models and reserve frontier models for hard queries.