On top sits the AI savings engine, a Data Retrieval Agent reading consumption from ClickHouse over MCP, an Anomaly Detection Agent surfacing spikes and waste, and a RAG-enriched Advisor turning raw data into personalised guidance. One product, SaaS + AI.