OnlyDocs is a sophisticated, enterprise-grade Generative AI chatbot designed to revolutionize internal document search for large manufacturing firms. Developed by a team from Universiti Malaya, the project directly addresses critical inefficiencies in how employees access technical manuals, safety guidelines, and company policies. Instead of relying on outdated and cumbersome file systems, OnlyDocs provides a secure, intuitive, and intelligent conversational interface where employees can get instant, accurate answers backed by source documents. 💬
The solution is not just a search tool but a comprehensive knowledge management platform built on a robust, serverless architecture using Amazon Web Services. It is strategically aligned with national industrial goals, such as Malaysia's New Industrial Master Plan 2030 (NIMP 2030), by aiming to accelerate digitalization and boost productivity in high-value manufacturing sectors.
How The Project Solves the Problem Statement The core problem is that manufacturing employees waste significant time—up to 3 hours of working time daily 😫—searching for information, which leads to reduced productivity and production delays. Traditional keyword-based search is often ineffective as it lacks semantic understanding and returns irrelevant results.
OnlyDocs addresses this problem head-on through several key mechanisms:
- AI-Driven Semantic Search 💡: Instead of matching keywords, OnlyDocs understands the intent and context of a user's question. Using a powerful Retrieval-Augmented Generation (RAG) system, it finds the most relevant passages from the entire repository of internal documents to formulate a precise answer.
- Concise, Direct Answers ✅: Rather than just providing a link to a 100-page manual, the chatbot synthesizes the retrieved information and delivers a direct, easy-to-understand answer. For example, a technician can ask, "What is the calibration procedure for machine X?" and receive the exact steps, not just the document containing them.
- Simplified and Centralized Access 💻: It provides a single, simple chat interface for all document-related queries. This eliminates the need for employees to navigate complex and fragmented file storage systems, significantly improving search efficiency and accessibility, especially for non-tech-savvy users.
- Trust and Verification 🛡️: Every answer provided by the chatbot is backed by citations linking directly to the source documents, ensuring users can trust the information and refer to the original context if needed.