LLM calls are powerful but expensive and slow compared to traditional API requests. Many AI applications repeatedly process similar prompts, retrieve the same context, or generate identical responses. Without caching, this leads to unnecessary latency and rapidly increasing costs.

In this chapter, we explore caching strategies specifically designed for LLM applications.