This is a prototype-depth engagement: single-source integration, a clean tool surface, and working auth — built to prove out the AI-native use case fast, without the overhead of a full enterprise build. If you validate the value and need to scale to multi-source, multi-tenant, or higher-security production depth afterward, that's a natural next phase.