🤖 Enterprise Private AI Chatbot (Powered by DeepSeek)
An AI-powered Q&A chatbot system deployed locally for enterprise use, integrating RAG + LLM for intelligent and secure interactions.
🔧 Tech Stack
Python Flask FAISS DeepSeek HTML/CSS JavaScript JSON📌 Background
Employees frequently use public chat platforms, posing a serious data leakage risk. This project builds a private AI chatbot, deployed locally, to solve internal problems while keeping all data within the enterprise.
🧠Implementation
- Frontend built with HTML, CSS, and JavaScript
- Backend powered by Flask to handle API requests
- Integrated RAG + FAISS for knowledge base retrieval
- Used LLM (DeepSeek) to generate responses via prompt analysis
- User questions are auto-saved into a local JSON database to continuously enrich the knowledge base
- System runs on a local server with RTX 4090 GPU to ensure full data privacy
📊 Results
- Achieved 85% response accuracy during pilot testing
- Currently deployed in select departments with positive feedback
- Plan to expand usage company-wide in the next phase
📷 Project Preview
