2026-08-13 · 9 min
Markdown Is Step One. Chunking Is Where RAG Actually Breaks.
Clean Markdown is the easy part of a RAG pipeline. Header-aware chunking, sane overlap, and per-chunk metadata are what decide whether retrieval works.
ReadConverting documents for AI — done properly. Tokens, chunks, and privacy.
Clean Markdown is the easy part of a RAG pipeline. Header-aware chunking, sane overlap, and per-chunk metadata are what decide whether retrieval works.
ReadMost PDF-to-Markdown tools send your documents to a server. Learn to audit any converter with browser DevTools in five minutes — including this one.
ReadEvery PDF-to-Markdown tool markets itself 'for AI,' but stops at the .md file. Here's the gap between that claim and what your model actually needs.
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