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Julia
Julia

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PDFs Break RAG Pipelines


๐Ÿš€ PDFs Break RAG Pipelines ๐Ÿš€
Do you have problems with PDF parsing?
๐Ÿ’ฅ Most PDF parsers werenโ€™t designed for LLMs. The parsing tool you choose determines 90% of your RAG pipelineโ€™s accuracy.
๐Ÿ“Œ โ€œIf the data isnโ€™t parsed properly, your RAG system will never retrieve accurate answers. Garbage in = garbage out.โ€

Have you met these problems?


๐Ÿ“ Scrambled Reading Order
Multi-column layouts read left-to-right across the page, mixing content from different columns. Your LLM receives jumbled text that makes no sense.

๐Ÿ“ Lost Table Structure
Tables become walls of unformatted text. Row and column relationships disappear, making financial data and specifications unusable.
๐Ÿ“ No Source Coordinates
No way to cite where information came from or highlight the original PDF location. Users canโ€™t verify your AIโ€™s answers.
๐Ÿ“ Privacy & Cost Trade-offs
Cloud APIs leak sensitive data (HIPAA/SOC2 violations). Commercial services charge $0.01โ€“0.10 per page at scale.

Why Bounding Boxes Matter for RAG

When your LLM answers a question, bounding boxes let you:

  • Highlight the exact source location in the PDF
  • Build citation links with page and position references
  • Verify extraction accuracy by visual comparison

For more info https://opendataloader.org/ or be part of our community https://github.com/opendataloader-project/opendataloader-pdf

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