+ GenAI & RAG

Database RAG Chatbot with Semantic Search

Chat with your database: a RAG chatbot that embeds database content for semantic search, alongside a SQL query interface and dashboard.

Source code is private

Overview

A Flask application that lets users explore a database in natural language. Database content is embedded into ChromaDB for semantic retrieval, and a LangChain RAG chatbot answers questions grounded in the actual records and schema. Power users also get a SQL query interface, a product table view and a management dashboard.

Highlights

Semantic search over database records with vector embeddings
RAG answers grounded in real schema and content
Dual interface: natural-language chat and raw SQL queries
Dashboard and product table views for data management

Tech stack

Python
Flask
LangChain
ChromaDB
Embeddings
SQL
LLM

Gallery

Product table view displaying database records in a user-friendly frontend interface with filtering and visualization

Query-based data fetching interface allowing users to write custom SQL queries and retrieve data according to specific requirements