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Business documents for document AI

Scope authentic business document sourcing for extraction, classification, and layout understanding.

Build a document sourcing brief around the information your model must understand, the evidence reviewers need, and the variability it will encounter in use.

Start with business artifacts

Describe the document types and workflow: invoices, purchase orders, reports, product specifications, or operational forms. Define whether a training example contains a page, a complete file, or a linked bundle. Separate authentic operational artifacts from synthetic or staged examples so the origin of each subset remains visible.

Design meaningful coverage

Specify languages, source organizations, template families, scan conditions, and complex tables. Request counts for important intersections rather than a single file total. Include unusual but relevant cases such as multi-page continuations, unreadable regions, absent fields, and conflicting values, with clear rules for representing uncertainty.

Connect labels to evidence

Provide an output schema and examples with text spans, coordinates, table relationships, or normalized values as needed. Keep source strings alongside interpreted outputs. A pilot should test the annotation rules and whether the documents actually support the requested fields before the project expands.

Review a scoped source proposal

Fiund can discuss potential sources against your brief. Origin, access, permitted use, sensitive information, sample fit, and delivery expectations need review for the particular project. Start with representative documents and acceptance questions so the next conversation can focus on evidence and specific gaps.

Include in your inquiry

  • Document and example units
  • Target fields and evidence format
  • Layout, language, and source coverage
  • Pilot acceptance and handling requirements

Your project, in focus

Send the document types, fields, and coverage you need.

Speak directly with Jaeden Schafer at Fiund about the source material, specifications, and review your project needs.

Source fit, permissions, samples, pricing, and delivery are reviewed for the individual project.

Start with these details

  1. Document types or table schemas
  2. Languages, regions, and date coverage
  3. Volume by category
  4. Ground truth and sensitive-data requirements
  5. Intended use and licensing scope
Build your project brief ↗