Reviewing Document Revisions: Diff Converted Markdown Instead of Reading Both Files
Convert both versions of a document to Markdown and run a text diff to see exactly what changed, instead of re-reading everything.
Blog
Handling Scanned PDFs with OCR: A Practical Workflow
Scanned PDFs need OCR before conversion.
Batch Conversion Quality Sampling: Catch Systematic Drift
Randomly sample a few files from each batch to catch systematic conversion defects.
Batch Conversion Quality Sampling: Catch Systematic Drift Before It Spreads
Randomly sample a few files from each batch to catch systematic conversion defects before they affect hundreds of outputs.
Converting Multi-Sheet Excel Workbooks to Structured Markdown
A practical approach to preserving sheet boundaries, named ranges, and formula context when converting complex Excel workbooks to Markdown.
Converting Scanned PDFs: An OCR Pipeline That Produces Usable Markdown
A practical workflow for turning image-based PDFs into structured Markdown using OCR pre-processing and post-conversion quality checks.
Batch Conversion Workflow for Document Migration Projects
A practical workflow for converting hundreds of documents in batches, reviewing quality, and preparing for downstream use.
Quality Gates for Markdown Ingestion: What to Check Before Your Documents Enter the Pipeline
Before converted Markdown enters your RAG or agent pipeline, run it through structural quality gates. Here is what to check.
Gate agent ingestion on Markdown outline quality
Do not embed a converted document until the heading tree, lists, and tables look intentional in preview.
Structure-First Markdown: Preparing Documents for Agent Pipelines
Treat heading hierarchy, lists, and tables as the product — not just extracted text — when feeding agent workflows.
When PDF Tables Survive Conversion but the Numbers Do Not
A table that looks perfect in a PDF can produce garbled Markdown after conversion. The cause is almost never the converter. It is how the PDF was made.
Five minutes of preprocessing saves an hour of OCR cleanup
Scanned documents with skewed pages, dark borders, and low contrast produce terrible Markdown. A few quick fixes before conversion make a disproportionate difference.
Clean the slide habits before you convert the deck
Deck conversion fails less because of the parser and more because presenters leave stage behavior inside the file.
Converting legacy PDF archives to Markdown: lessons from 50,000 enterprise documents
Large-scale PDF-to-Markdown conversion reveals patterns that small-scale testing never exposes. Here's what we learned about scan quality, table recovery, and multi-column layouts.
Why a Markdown-first conversion workflow scales better
Markdown becomes more valuable as soon as one document needs to move across humans, automation, and AI systems.
Cleaning enterprise documents before they enter AI pipelines
Enterprise files usually fail not because text is missing, but because structure and noise travel together.
What good Markdown output actually looks like
Readable Markdown is not accidental; it reflects consistent decisions about hierarchy, spacing, and survival of meaning.
Batch Markdown quality checks catch conversion drift early
Spot-check a random sample from each batch to catch systematic conversion issues before they compound across hundreds of files.
Audit Markdown Headings Before They Enter a Knowledge Base
A document can convert cleanly and still produce poor retrieval when its heading hierarchy is flat or inconsistent.
Know When OCR Output Needs Manual Review
OCR can recover text from a scan, but confidence falls quickly around tables, handwriting, stamps, and low-resolution pages.