AI Data Assistant
Natural language interface for querying analytics warehouses.
Problem Statement
Non-technical stakeholders needed secure self-service access to analytics insights.
Architecture Diagram
User Query→LLM→SQL Generator→Database→Response
Tech Stack
LLM IntegrationsFastAPIVector DatabaseSQLSnowflake
Data Flow Explanation
Data Flow Explanation
The assistant converts user intent into schema-aware SQL, applies guardrails, and returns validated responses with concise business explanations. Vector retrieval provides table and metric context for better query generation.
Delivery Outcome
- Expanded analytics access without overloading data teams.
- Improved question-to-answer speed for product and operations stakeholders.
- Maintained governance through role-based query controls.
Screenshots
