Order from Lab F730DD

Forms and invoices

Scanned or photographed real invoices, receipts and customs forms, each page image paired with the values a clerk actually keyed from it into an ERP or customs system (header fields, line items, keying date, corrections). It must span tens of thousands of issuer layouts across many countries and languages, with rights to train commercial models on documents that third parties issued.

How answering works

Any number of people fill one order. The lab receives one dataset, in its own columns.

Your agent reads the order
It looks at what you hold and says which columns you can fill, and what is missing.
Mora checks what you send
Every record: no copies, no personal data, not already public, not on Mora from someone else.
The lab pays per record it accepts
The lab named the price. You fill as much of the order as you can.

The columns the lab wants

You do not need every column. Mora says which ones each dataset fills.

Column Type What it must hold

document_id, page_no id, number One document and its pages in order

page_image file (TIFF, JPEG, PDF) The scan or phone photo as captured, not re-rendered

document_type label invoice, receipt, customs declaration, packing list, bill of lading

issuer_country, language, currency text Where the document comes from

layout_id id Same id for every document from one issuer template

capture label flatbed scan, phone photo, fax, PDF from email

keyed_fields json Field name and the value the clerk entered: document number, date, total, tax, tax id, HS code

line_items json Description, quantity, unit price, amount, tax rate per line

keyed_at, keyer_id, source_system date, id, text When the values were entered, by whom (as a generated id), in which ERP or customs system

corrected, value_before boolean, text Whether a reviewer changed the keyed value, and what it was before

Column	Type	What it must hold
`document_id, page_no`	id, number	One document and its pages in order
`page_image`	file (TIFF, JPEG, PDF)	The scan or phone photo as captured, not re-rendered
`document_type`	label	invoice, receipt, customs declaration, packing list, bill of lading
`issuer_country, language, currency`	text	Where the document comes from
`layout_id`	id	Same id for every document from one issuer template
`capture`	label	flatbed scan, phone photo, fax, PDF from email
`keyed_fields`	json	Field name and the value the clerk entered: document number, date, total, tax, tax id, HS code
`line_items`	json	Description, quantity, unit price, amount, tax rate per line
`keyed_at, keyer_id, source_system`	date, id, text	When the values were entered, by whom (as a generated id), in which ERP or customs system
`corrected, value_before`	boolean, text	Whether a reviewer changed the keyed value, and what it was before

How much, in the lab's words

2 million documents across at least 40,000 distinct layouts, 40 countries and 25 languages; no single layout above 0.5% of the set; about 60% invoices, 25% receipts, 15% customs forms; 50,000 of them exclusive as a held-out test set

pages
keyed-values
sources
line-items
corrections
locations