Invoices and receipts
Arabic-English line items, totals, taxes, discounts, and stamps, with the scan quality and layout variation your system encounters.
Build a dataset for the documents your product reads, from bilingual invoices to handwritten forms. Get text, layout, extracted fields, and evidence for the answers you need.
اقرأ بالعربيةWe separate what is confirmed on this page, what we send on request, and what is agreed for each project.
| Item | Status | Details |
|---|---|---|
| Volume | Per project | Built to order. Page count and template coverage are agreed with you. |
| Label types | Per project | Transcription, coordinates, reading order, layout, normalized fields, evidence locations and validation checks; choose what your model needs. |
| Source handling | Confirmed | Genuine, de-identified and synthetic documents remain distinguishable. Template diversity is reported separately from page count. |
| Evaluation splits | Per project | Separate issuers, templates, sources and writers for testing. |
| Example of the label format | On request | Ask for it when you scope your pilot. |
Arabic-English line items, totals, taxes, discounts, and stamps, with the scan quality and layout variation your system encounters.
Printed fields, handwriting, checkboxes, corrections, and missing entries in applications, delivery documents, or service reports.
Clauses, tables, attachments, and cross-references, with questions answered from specific supporting passages.
Choose reading order, layout, normalized fields, evidence locations, and checks for missing information or inconsistent totals.
Training rights do not automatically include display, retrieval or redistribution. Each use is set in the agreement.
Source permissions are defined with you before collection.
Use and delivery rights are set in the agreement.
We define source permissions, layout diversity, capture conditions, and page count around the problem you need to solve.
Genuine, de-identified, and synthetic documents remain distinguishable. Template diversity is reported separately from page count.
Evaluation splits can separate issuers, templates, sources, and writers to check performance on documents the model has not seen.
A bilingual invoice has a discount and a handwritten correction. Labels locate both amounts so the system can extract them, recompute the total, and flag a mismatch.
Tell us these details. We come back with a fixed-scope pilot plan.
Yes. You can request transcription, coordinates, and reading order on their own, or add layout, field extraction, document questions, and validation checks. The labels should match the model you are building.
For a custom collection, we agree the template coverage and evaluation splits with you. Variations of one template remain identifiable, so page count does not get mistaken for the number of independent layouts.