Rose-Rojas Group LLC · INV-16447
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
| Field | Correct value | GPT-6 Luna11 / 11 fields | Mistral Small 411 / 11 fields | Gemma 4 31B11 / 11 fields | DeepSeek V4.1 Flash11 / 11 fields | Qwen3.8 Flash9 / 11 fields | Gemini 3.5 Flash Lite11 / 11 fields | Gemini 3.8 Flash11 / 11 fields | Mistral Medium 3.511 / 11 fields | GPT-6 Sol11 / 11 fields | Claude Sonnet 511 / 11 fields |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Supplier | Rose-Rojas Group LLC | 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) | Rose-Rojas Group LLC (correct) |
| Supplier ID (EIN, IČO…) | 56-2825760 | 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) | 56-2825760 (correct) |
| Invoice number | INV-16447 | 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) | INV-16447 (correct) |
| Payment reference | INV-16447 | 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) | INV-16447 (correct) |
| Invoice date | 2026-05-14 | 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) | 2026-05-14 (correct) |
| Due date | 2026-05-28 | 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) | 2026-05-28 (correct) |
| Net by tax rate | 0 %: 191.67, 7.25 %: 1348.88 | 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) | : 191.67,7.25 %: 1348.88wrong value | 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) | 0 %: 191.67, 7.25 %: 1348.88 (correct) |
| Tax by rate | 0 %: 0.00, 7.25 %: 97.79 | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) | : 0.00,7.25 %: 97.79wrong rate | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) | 7.25 %: 97.79 (correct) |
| Total | 1638.34 | 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) | 1638.34 (correct) |
| Currency | USD | USD (correct) | USD (correct) | USD (correct) | USD (correct) | USD (correct) | USD (correct) | USD (correct) | USD (correct) | USD (correct) | USD (correct) |
| Bank account | 043000096 36165444 | 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) | 043000096 36165444 (correct) |
| Tokens | input / output | 713 / 202 | 683 / 181 | 722 / 226 | 879 / 403 | 1,043 / 1,254 | 710 / 225 | 710 / 451 | 683 / 181 | 713 / 116 | 873 / 291 |
| of which hidden reasoning | billed as output | 84 | 0 | 0 | 258 | 1,036 | 0 | 288 | 0 | 0 | 78 |
| of which from cache | input billed at a discount | 0 | 246 | 309 | 438 | 512 | 0 | 0 | 0 | 0 | 0 |
| Cost of this document | this run | $0.0002 | $0.0002 | $0.0002 | $0.0004 | $0.0007 | $0.0008 | $0.0022 | $0.0024 | $0.0026 | $0.0047 |
| Per 1,000 documents | for 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 |
| Latency | this run | 2.9 s | 1.4 s | 12.2 s | 5.8 s | 17.1 s | 1 s | 2.8 s | 1.2 s | 2.9 s | 3.4 s |