In a financial AI system, a cache stores an approved response to a frequent query and serves it immediately, avoiding slower, more expensive processing. section 3.2.1
Caching repeated requests can improve response speed and control operating costs, including when a popular stock summary would otherwise rerun an expensive LLM pipeline. section 3.2.1 section 3.4.2
Financial query examples
A mortgage-rate FAQ can receive a preapproved cached answer; a frequently requested Alpha Digest stock summary can be served from storage. section 3.2.1 section 3.4.2





































