
Intelligent Data Assistant
LangChainRAGSQLFastAPIPythonDocker
An intelligent conversational assistant engineered at Mebisoft that translates natural language questions into precise SQL queries across a complex database schema.
The system navigates 62 complex schema tables using Metadata Enrichment and Retrieval-Augmented Generation (RAG) to understand table relationships and column semantics. This enables non-technical users to query farm management data in real-time without SQL knowledge.
Features include multi-turn conversation support, query validation, and result visualization. The system includes guardrails for SQL injection prevention and ensures data security through a robust multi-tenancy layer.
Architecture
