Conversational interface
The LLM
orchestration + synthesis layer
calls each source
Data sources
Data warehouse
structured queries
historical metrics
Real-time APIs
live metrics
current system state
Context store
Confluence, wikis
org-specific knowledge
Synthesized output
One conversational answer
The data team's job
Keep every source reliable and correct
pipelines, schemas, context, freshness — the interface is only as good as what's behind it