Resource Library > Demo Library > ChatGPT-like Chatbot on Image-based Data

ChatGPT-like Chatbot on Image-based Data

Applicable Industries

Manufacturing | Engineering & Technical Services | Legal & Compliance | Healthcare | Finance & Insurance

Overview of the AI Solution

ThirdEye Data has developed an AI-powered chatbot capable of understanding image-based documents, including technical diagrams, flowcharts, and scanned reports. Traditional search engines struggle to interpret contextual information from such documents, leading to inefficiencies. This AI solution enhances document comprehension, enabling users to interact with complex visual data through a ChatGPT-like conversational interface.

Problem Statement

Extracting and understanding information from image-based documents poses a significant challenge. Traditional search methods fail to capture the contextual meaning of structured diagrams and handwritten content, requiring manual interpretation, which is slow and error-prone. A faster, automated, and accurate knowledge retrieval system was needed to improve efficiency.

Applied Datasets

  • Technical blueprints and schematics
  • Process flowcharts and engineering drawings
  • Scanned handwritten notes and reports
  • Regulatory compliance documents
  • Financial statements with tabular data

Developed AI Solution

ThirdEye Data has built an advanced Retrieval-Augmented Generation (RAG) framework, integrating OpenAI’s GPT-4 for contextual understanding with ChromaDB for vector search, LayoutLM for structured document interpretation, and EasyOCR for text extraction. The chatbot processes queries, extracts relevant document sections, and generates meaningful responses. The aggregation feature enables users to query across multiple documents simultaneously, significantly improving knowledge retrieval and operational efficiency.

Technologies Used & Their Role

  • GPT-4 – Generates human-like responses based on extracted document context.
  • RAG Framework – Enhances query responses by retrieving relevant information from indexed document repositories.
  • ChromaDB – Enables efficient vector-based document search and retrieval.
  • LayoutLM – Understands structured documents, preserving spatial relationships.
  • EasyOCR – Extracts text from images, enabling AI to process handwritten and printed content.
  • LangChain – Orchestrates AI-powered querying and response generation.

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