It treats correctness, not speed, as the bottleneck for agent-driven analytics, requiring answers to carry verifiable business meaning and lineage. Data and platform teams can layer it on existing semantic models instead of rebuilding them, and expose certified metrics to any MCP-capable agent. Deployment is self-hosted via NGC Helm charts or Docker Compose, with self-service registration disabled and a bootstrap admin required for governance.