AI Support Chatbot
The AI Chatbot for E-commerce Software serves as an advanced support tool that utilizes state-of-the-art AI technology to assist support teams in answering customer tickets.
Category
AI, Web Development
Client
RedGecko GmbH
Start Date
2024
Designer
Nolan Lewis
Project Description
The chatbot, built on a Streamlit-based application, leverages advanced language models and vector search to deliver accurate and context-aware responses to user queries.
The FAQ Chatbot uses GPT-4 for natural language understanding and generation, making it capable of handling complex queries and providing human-like responses. The integration of OpenAI's latest model for embeddings and Pinecone for vector database management ensures high-quality, efficient, and scalable information retrieval.
Roles and Responsibilities
- Design and Development: Developed the chatbot using Streamlit for the frontend, ensuring an interactive and user-friendly interface.
- AI Integration: Implemented GPT-4 via the OpenAI API for advanced language understanding and response generation.
- Embedding and Vector Search: Used OpenAI's text-embedding-ada-002 for creating vector representations of text, and Pinecone for fast and scalable vector similarity search.
- System Setup: Ensured smooth deployment and configuration of the application, including Docker setup and environment variable management.
- Extensibility and Future Features: Designed the chatbot with a modular structure to allow easy addition of new features and integration with other systems, and planned for future enhancements like feedback loops and expanded knowledge bases.
Technologies Used
Python, OpenAI (GPT-4, text-embedding-3-large), Pinecone, Streamlit, Docker