Digital Native Company Scales a RAG-Powered Support Assistant to Production

This case study describes an illustrative, composite scenario built from patterns ScaleCloud commonly sees in engagements of this type. It does not describe an identified ScaleCloud customer, and any resemblance to a specific organization is coincidental. A digital native company needed to take a promising RAG-based customer support assistant from a successful internal pilot to a production system handling real customer conversations.

Illustrative scenario

The scenario illustrates a common digital-native pattern: an internal pilot that answered questions well against a curated test set, but needed real evaluation infrastructure and access controls before it could be trusted with production customer traffic.