use case ยท practical
Field extraction without templates. Instead of a parser per document type, you keep a list of questions and let Donut answer each one โ total, date, number, vendor โ building a structured record from any receipt or invoice, entirely on your device.

Fields to extract (edit the questions if you like):
| Total | โ |
|---|---|
| Date | โ |
| Number | โ |
| Vendor | โ |
Each row is one document-VQA call. Because Donut answers by understanding the page rather than matching a template, the same four questions work across very different layouts โ an invoice, a till receipt, a form.
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