Airbnb Cuts LLM Evaluation from Weeks to a Day with Smart Caching
Airbnb slashed its LLM evaluation loop from weeks to under a day by caching generated references and judge scores. Since over 50% of model outputs repeat verbatim and judge drift stays around 1%, the cache eliminates redundant work, letting engineers iterate quickly and ship reliable improvements.