Integrating document-to-chunk extraction into a C# service is a GroupDocs.Parser task for .NET that wires inspect, Markdown extract, plain-text fallback, and heading split into an existing host. Embedding a whole multi-page DOCX as one vector ranks the wrong section. I needed this layout after a three-page policy DOCX ranked the cover clause for every query because the embedding covered the whole file.
What this guide covers:
Drop-in NuGet setup for GroupDocs.Parser 26.10.0 on .NET 8
Four callable patterns: info gate, Markdown extract, PDF GetText, heading chunks
Where each pattern sits in a retrieval intake job
Production checks for null readers, stale chunk files, and licensing
Tip
Complete source code is available in the GitHub repository. Clone it and run it locally before wiring the methods into your service.
Point a console or worker project at a DOCX under documents/
Call GetDocumentInfo, then GetFormattedText with FormattedTextMode.Markdown
On null reader, call GetText; when Markdown has # / ##, run the heading split into chunk-NN.md
The shipped sample DOCX reports 3 pages and 14820 bytes and produces four chunk files under Result/chunks/.
How do I plug these four calls into an existing intake job?
Call GetDocumentInfo at the start of each job so page count and size can skip empty or huge uploads. Try GetFormattedText Markdown next for Word DOCX. If the reader is null, invoke GetText and store plain text instead of failing. Run the heading splitter only when ATX markers exist. That sequence fits a queue worker without a second Office converter and matches the sample Program.cs flow.
Integration Pattern 1: Pre-extract gate
Use Parser.GetDocumentInfo when the job must decide skip-or-extract before touching the text layer.
Clear stale chunk-*.md files before writing. Only # and ## start new chunks in this sample; ### stays nested. Return the chunk count for dashboards.
Pattern chooser
Intake situation
Pattern to call
Unknown size or type
Pre-extract gate
Word DOCX with headings
Markdown extract, then heading chunk writer
PDF with null Markdown reader
PDF plain-text fallback
Mixed corpus
Markdown first, then GetText on null
When to use this approach
Use this integration when a .NET retrieval pipeline must accept Word and PDF through one Parser dependency and emit section-sized Markdown for embeddings. Skip the heading writer for unstructured PDF text until you add another chunk policy. Prefer a single console or worker host over a separate Open XML converter only for headings.
Common pitfalls
Treating a null Markdown reader as a hard failure instead of calling GetText
Running the ATX splitter on plain PDF text that has no # lines
Leaving old chunk-*.md files so previous sections mix with the new run
Extracting overnight without a temporary license while evaluation limits still apply
Re-parsing on every chunk retry instead of writing Markdown once and re-splitting from disk
Production checklist
Dispose Parser and TextReader on every file
Log page count, size, and chunk totals per job
Isolate parsing from the public web process
Keep sample DOCX/PDF under documents/ for smoke tests
Pin GroupDocs.Parser 26.10.0 in the .csproj until you deliberately upgrade
FAQ
Q: Do I need all four patterns in every service? A: No. Facts-only jobs can stop at GetDocumentInfo. Word-only indexes can skip the PDF branch. Mixed intake should keep Markdown-then-GetText and chunk only when markers exist.
Q: What does the sample DOCX produce? A: Info for a 3-page, 14820-byte Word Open XML file, a full Markdown extract, and four heading chunk files under Result/chunks/.