Enterprise Analytics Beyond Dashboards: Intelligent Data Orchestration With LLMs
O'Reilly Radar, Monday, September 14th, 2026
LLMs enable reasoning across enterprise data sources without centralizing information into single warehouses.
Rather than consolidating data into large warehouses, organizations can use LLM-powered orchestration layers to coordinate reasoning across specialized systems like graph databases, metrics stores, and vector stores.
This architecture allows agents to decompose complex business questions into specialized subqueries, execute them in parallel across heterogeneous sources, and synthesize results with full source attribution.
The approach democratizes data access while maintaining security through deterministic row-level enforcement and provides auditable reasoning chains through GraphRAG patterns.