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Autonomous HR Chatbot

Autonomous HR Chatbot

Smart HR assistant powered by AI for effortless employee assistance

A self-sufficient HR chatbot developed using ChatGPT, LangChain, Pinecone, and Streamlit. It addresses HR-related questions by utilizing tools such as time tracking policies, employee information, and a calculator, delivering reliable and effective HR support.

Links

GitHubTwitter (X) Blog post Stephen Bonifacio YouTube demo

Details

Paid
Closed Source

AI-Driven HR Chatbot: Your Intelligent HR Companion

Introduction

The AI-Driven HR Chatbot is an innovative prototype designed to modernize human resources management. Powered by ChatGPT, LangChain, Pinecone, and Streamlit, this assistant provides accurate and efficient solutions to a variety of HR-related inquiries.

Main Features

Advanced Technology Framework

  • ChatGPT (GPT-3.5-turbo): Handles natural language understanding and generation seamlessly.
  • LangChain: Acts as the foundation for developing applications based on large language models.
  • Pinecone: Functions as the vector database to store and retrieve embeddings.
  • Streamlit: Offers an intuitive and user-friendly interface for users.

Comprehensive HR Tools

  • Timekeeping Guidelines: Provides access to a sample HR policy document with embeddings created using OpenAI’s text-embedding-ada-002 model.
  • Employee Information Management: Uses a CSV file with sample employee data, processed via LangChain’s PythonAstREPLTool.
  • Calculator: Employs LangChain’s LLMMathChain for performing accurate calculations.

Advantages and Applications

  • Round-the-Clock HR Assistance: Delivers instant responses to employee questions, reducing the workload for HR teams.
  • Uniform Information: Guarantees consistent and updated HR-related communication for all employees.
  • Insightful Data Analysis: Utilizes employee data to generate tailored responses.
  • Adaptable Solution: Easily scalable for organizations of any size and capable of adjusting to changing HR policies.

Setup and Customization

  • Azure Compatibility: Optimized for deployment on Azure, ideal for users in the Azure ecosystem.
  • Local Installation Option: Includes backend support for non-Azure users with direct access to OpenAI’s API.
  • Simple Installation: Offers a straightforward setup process, complete with instructions for API key configuration.

Upcoming Improvements

  • Currency Conversion Tool: Enables real-time currency exchange for global employees.
  • Tax Calculator: Explains payroll deductions and tax calculations in detail.
  • Community Feedback: Open to suggestions from users for further enhancements.

Summary

The AI-Driven HR Chatbot is a game-changing solution in the realm of HR technology. By integrating advanced AI features with practical tools, it streamlines HR operations, improves employee satisfaction, and enhances efficiency. From small startups to large organizations, this chatbot is designed to deliver instant, accurate, and personalized HR support at any time.

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