Project Overview

QHSE Guidebot

QHSE Guidebot is a dummy prototype project that simulates an AI chatbot platform for streamlining access to Standard Operating Procedures (SOPs) in the Quality, Health, Safety, and Environment (QHSE) domain.

By leveraging Retrieval-Augmented Generation (RAG) and Llama-based language models, the system allows users to ask natural language questions and receive document-grounded answers in real time.

Core Features

Natural Language SOP Querying

• Powered by Groq API with the Llama model for fast, accurate response generation
• Integrates RAG pipeline for retrieval-augmented answering
• Supports intuitive querying in plain language related to QHSE procedures

Document Retrieval System

• Document embeddings using sentence-transformers/all-MiniLM-L6-v2 (HuggingFace)
• Embedded vectors stored and retrieved using ChromaDB vector store

Web Interface

Web interface provides different capabilities based on user roles:

User Dashboard

• Ask questions via chatbot UI

Admin Dashboard

• Manage SOP uploads (PDF/doc)
• Monitor user registrations and approve access

Key Achievements

• Efficient SOP Retrieval Utilizes Llama + RAG + ChromaDB to allow real-time question answering over company SOPs

• Optimized Embedding and Storage Leverages all-MiniLM-L6-v2 for lightweight yet effective embedding, stored in ChromaDB

• Scalable Role System Supports flexible access control for admins and users, ensuring document security and proper usage

• Enhanced Workplace Safety and Compliance Minimizes the time required to locate critical QHSE procedures, supporting better decision-making and regulation adherence

Features

Tech Stack

Access Links