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From PDFs to insights: Architecting an intelligent document processing pipeline with AWS generative AI services

Machine Learning Blog



This article presents an intelligent document processing pipeline using AWS generative AI services to extract insights from complex documents at scale.

  • Amazon Bedrock Data Automation (BDA) automatically splits, classifies, and extracts content from multimodal documents
  • Four-layer architecture: input processing, extraction/storage, intelligence, and agentic coordination
  • AWS Step Functions orchestrates workflows; BDA handles document splitting up to 3,000 pages
  • Visual analysis extracts insights from charts, graphs, diagrams with generated captions and bounding boxes
  • Amazon Bedrock Knowledge Bases enable semantic search and RAG across document collections
  • Specialized agents coordinate processing tasks for financial analysis, market research, and validation
  • Real estate use case reduced analysis time from 3-4 hours to 15-20 minutes per property
  • Solution tested at scale processing 50,000 concurrent PDF documents without degradation
  • CDK implementation available; BDA available in eight AWS regions

This solution transforms unstructured document processing into a strategic business asset through automated extraction, visual analysis, and intelligent coordination.



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