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Engineering·4 min read

How Orkom processes 400-page documents without breaking a sweat

Most document extraction tools work fine on a 2-page invoice. But hand them a 47-page batch PDF containing 12 invoices, or a 400-page annual report, and things fall apart. Context windows overflow, processing times explode, and accuracy drops.

Two types of large documents

There's an important distinction between multi-document files (a single PDF containing many separate documents) and single large documents (one long report). Orkom handles both, but differently.

Multi-document files

When you upload a batch PDF, Orkom automatically detects document boundaries and splits the file. Each sub-document is extracted independently with its own set of values and confidence scores. No manual splitting required.

Single large documents

For long documents like annual reports or compliance filings, the system processes the document in intelligent chunks — maintaining context across sections while staying within optimal processing windows. The output is a single, coherent extraction.

No page limits

There's no hard cap on document size. The system is designed to scale linearly — a 400-page document takes proportionally longer, but doesn't degrade in quality. This matters for teams processing regulatory filings, legal contracts, or financial reports at volume.

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