ModelVerdict

Rose-Rojas Group LLC · INV-16447

English (US)PDF text11 fields

Document en-p0020 · layout en-L05 · 11 fields · public part of the dataset · Same invoice in Czech → · Report an error in this example

PDF text layer (the model received only this text)

SELLER
Rose-Rojas Group LLC                                      Invoice
4509 Main Street
Seattle, WA 98154
                                                          INV-16447
Tel. (228) 555-0173    EIN: 56-2825760
                                                          Date                 05/14/2026
BUYER                                                     Terms                Net 14
Frontier Industries Corp.                                 Due date             05/28/2026
4474 Market Street
Raleigh, NC 27696                                         Pay by ACH
                                                          Bank                 PNC Bank, N.A.
                                                          Account name         Rose-Rojas Group LLC
                                                          Routing number       043000096
                                                          Account number       36165444
                                                          Payment reference    INV-16447



Description                              Qty   Unit               Unit price     Tax            Amount
LED troffer light 2 x 4 ft                11     ea                   85.99        T              945.89
Scissor lift rental                        1    day                  402.99        T              402.99
Installation labor                       2.7     hr                   70.99                       191.67

Thank you for your business!                   Subtotal                                         1,540.55
                                               Non-taxable                                        191.67
                                               Taxable at 7.25%                                 1,348.88
                                               Sales tax (7.25%)                                   97.79
                                               Total                                            1,638.34


                                                                          Total due: $1,638.34


Verdict

Cheapest without an error: GPT-6 Luna at $0.17 per 1,000 documents.

  • Claude Sonnet 5 is also error-free but 27× more expensive.

Prompt given to every model

Extract the following data from the attached document and return only JSON with these keys:

supplier_name      supplier's name (exactly as printed, including the legal form)
supplier_id        supplier's tax ID (EIN), if printed
invoice_number     document number
payment_reference  payment reference to quote with the payment
issue_date         invoice date (YYYY-MM-DD)
due_date           due date (YYYY-MM-DD)
net_by_rate        amount per sales tax rate, e.g. {"8.25": 1845.00}; non-taxable amounts under "0"
vat_by_rate        sales tax per rate, e.g. {"8.25": 152.21}
total              total due (number, negative for credit notes)
currency           ISO 4217 currency code (USD, GBP, EUR, …)
bank_account       supplier's bank details as "routing-number account-number", or IBAN

Rules:
- Return the supplier's data only, never the customer's.
- If a value is not on the document, return null. Do not guess.
- If the document has no tax breakdown, return net_by_rate and vat_by_rate as null.
- Amounts as numbers with a decimal point, no thousands separators and no currency symbol.

How we score

Exact match per field after normalising dates, amounts and whitespace. Missing diacritics count as an error. Cost is the real token spend of this run, converted at the rate shown in the footer.

What each model extracted

FieldCorrect valueGPT-6 Luna11 / 11 fieldsMistral Small 411 / 11 fieldsGemma 4 31B11 / 11 fieldsDeepSeek V4.1 Flash11 / 11 fieldsQwen3.8 Flash9 / 11 fieldsGemini 3.5 Flash Lite11 / 11 fieldsGemini 3.8 Flash11 / 11 fieldsMistral Medium 3.511 / 11 fieldsGPT-6 Sol11 / 11 fieldsClaude Sonnet 511 / 11 fields
SupplierRose-Rojas Group LLCRose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)Rose-Rojas Group LLC (correct)
Supplier ID (EIN, IČO…)56-282576056-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)56-2825760 (correct)
Invoice numberINV-16447INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)
Payment referenceINV-16447INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)INV-16447 (correct)
Invoice date2026-05-142026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)2026-05-14 (correct)
Due date2026-05-282026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)2026-05-28 (correct)
Net by tax rate0 %: 191.67, 7.25 %: 1348.880 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct) : 191.67,7.25 %: 1348.88wrong value0 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct)0 %: 191.67, 7.25 %: 1348.88 (correct)
Tax by rate0 %: 0.00, 7.25 %: 97.797.25 %: 97.79 (correct)7.25 %: 97.79 (correct)7.25 %: 97.79 (correct)7.25 %: 97.79 (correct) : 0.00,7.25 %: 97.79wrong rate7.25 %: 97.79 (correct)7.25 %: 97.79 (correct)7.25 %: 97.79 (correct)7.25 %: 97.79 (correct)7.25 %: 97.79 (correct)
Total1638.341638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)1638.34 (correct)
CurrencyUSDUSD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)
Bank account043000096 36165444043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)043000096 36165444 (correct)
Tokensinput / output713 / 202683 / 181722 / 226879 / 4031,043 / 1,254710 / 225710 / 451683 / 181713 / 116873 / 291
of which hidden reasoningbilled as output84002581,03602880078
of which from cacheinput billed at a discount024630943851200000
Cost of this documentthis run$0.0002$0.0002$0.0002$0.0004$0.0007$0.0008$0.0022$0.0024$0.0026$0.0047
Per 1,000 documentsfor the same kind of document$0.17$0.18$0.19$0.37$0.68$0.78$2.22$2.38$2.59$4.66
Latencythis run2.9 s1.4 s12.2 s5.8 s17.1 s1 s2.8 s1.2 s2.9 s3.4 s