
AI Knowledge Studio
Built a chat-first analytics assistant that answers natural-language questions over real-time metrics while keeping data and inference inside private infrastructure.
Teams were exporting telemetry and KPI data into ad-hoc spreadsheets. Answers were slow, inconsistent, and security requirements ruled out sending data to external LLM APIs.
A lightweight chat UI backed by a query service that routes questions to the appropriate data source, executes safe queries, and returns summaries with computed results, all within private infrastructure.






