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USE CASE / DOCUMENT EXTRACTION

Messy documents. Consistent structure.

Define the fields that matter, collect representative documents, and measure whether outputs match your schema.

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THE STARTING POINT

A real workflow.
A focused experiment.

An operations team wants to reduce repeated manual entry from supplier invoices. A useful first experiment focuses on a small, stable schema before adding more document types.

ILLUSTRATIVE EXAMPLE · NOT A LIVE MODEL OUTPUT

Extract supplier, currency, total, and invoice date.

{
  "supplier": "Northstar Supplies",
  "currency": "EUR",
  "total": 1240,
  "invoice_date": "2026-10-01"
}
THE WORKFLOW

Make the task repeatable.

01

Define the schema

Choose the fields, formats, and missing-value rules your downstream systems need.

02

Collect the difficult cases

Include unusual layouts, incomplete fields, and examples where the correct response is an empty value.

03

Compare field by field

Use expected and actual outputs to find formatting errors and incorrect values.

WHAT TO CHECK

Measure the details
that matter.

KEEP EXPLORING

Other specific problems.

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START WITH ONE SPECIFIC PROBLEM

Build. Evaluate.
Improve.

Explore the workspace and plan your next domain experiment.

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