Two Systems, One Question: Grounded Answers Over All Your Enterprise Data

How do you make data accessible to people without making them learn where it lives, how it's modeled, or how to query it? We'll share our approach through two complementary capabilities: AI Search and Ask Your Data. AI Search supports question answering over unstructured content, combining retrieval, grounded answer generation, and automated content classification. It can identify entities, issue types, recurring topics, and emerging trends without relying solely on keyword-based search. Ask Your Data applies a multi-agent architecture to structured data. Specialized agents provide context from data product metadata, business terminology, schema and column definitions, and glossary entries. An orchestration layer combines these results to answer questions spanning multiple domains and data sources. We'll cover the architecture and the lessons learned: orchestration, semantic context, answer generation, governance, and access control.