Business Intelligence Chatbot Platform
RAG-Powered AI Assistants for Small Business
Overview
This platform democratizes AI for small businesses by enabling them to create ChatGPT-like assistants trained on their proprietary data. Using retrieval-augmented generation (RAG), businesses can deploy intelligent chatbots that answer customer questions accurately using company-specific knowledge.
The Challenge
Small businesses struggled to leverage AI due to technical complexity and costs. They needed a solution that could understand their unique business context, provide accurate responses from internal documents, and remain affordable without requiring data science expertise.
Our Solution
We developed an end-to-end platform combining Langchain for orchestration, vector databases (ChromaDB) for semantic search, and multiple LLM providers (Gemini, OpenAI) for flexibility. The system automatically ingests documents, creates embeddings, and retrieves relevant context for each query.
Impact & Results
Businesses reduced customer support costs by 60% while improving response accuracy. The platform handles 10K+ daily queries across various industries with 90% user satisfaction rates.
Technologies Used
Key Highlights
- RAG system ensuring accurate, business-specific responses
- Vector database for intelligent semantic search
- Support for multiple document formats (PDF, DOCX, TXT)
- Custom AI training for industry-specific use cases
- Complete analytics dashboard for conversation insights
