RAG DOCUMENT INGESTION
Make PDFs ready for RAG.
Keep headings, tables, and reading order before you chunk.
BEFORE PARSING
Broken text
Lost tables
Poor chunks
A retrieval pipeline begins with document structure.
01
PDF / image
Every file follows the same processing path.
02
Structured Markdown
Headings, lists, tables and page context are retained.
03
Clean chunks
Downstream chunking has meaningful document boundaries.
04
Grounded context
Your retrieval system gets readable content with clear page context.
Why structured Markdown?
It keeps headings and structure, so the next step does not have to guess.
HEADINGS + SECTIONS
TABLES + READING ORDER
PAGE BOUNDARIES
Build a more legible RAG pipeline.
Send a representative source document to the Playground and inspect the Markdown before you integrate.