ModelVerdict

Raleigh Engineering Inc. · INV253511

English (US)Scan11 fields

Document en-p0008 · layout en-L07 · 11 fields · public part of the dataset · Same invoice in Czech → · Report an error in this example

Raleigh Engineering Inc. · INV253511

Verdict

Cheapest without an error: Gemma 4 31B at $0.16 per 1,000 documents.

  • GPT-6 Sol is also error-free but 85.9× 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 valueGemma 4 31B11 / 11 fieldsDeepSeek V4.1 Flash11 / 11 fieldsMistral Small 49 / 11 fieldsGPT-6 Luna10 / 11 fieldsGemini 3.5 Flash Lite11 / 11 fieldsQwen3.8 Flash1 / 11 fieldsGemini 3.8 Flash11 / 11 fieldsMistral Medium 3.510 / 11 fieldsClaude Sonnet 511 / 11 fieldsGPT-6 Sol11 / 11 fields
SupplierRaleigh Engineering Inc.Raleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct) nullmissing fieldRaleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct)Raleigh Engineering Inc. (correct)
Supplier ID (EIN, IČO…)37-083583137-0835831 (correct)37-0835831 (correct)37-0835831 (correct)37-0835831 (correct)37-0835831 (correct) nullmissing field37-0835831 (correct)37-0835831 (correct)37-0835831 (correct)37-0835831 (correct)
Invoice numberINV253511INV253511 (correct)INV253511 (correct)INV253511 (correct) INV235511wrong valueINV253511 (correct) nullmissing fieldINV253511 (correct)INV253511 (correct)INV253511 (correct)INV253511 (correct)
Payment reference—— (correct)— (correct) INV253511invented value— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)
Invoice date2025-08-042025-08-04 (correct)2025-08-04 (correct)2025-08-04 (correct)2025-08-04 (correct)2025-08-04 (correct) nullmissing field2025-08-04 (correct)2025-08-04 (correct)2025-08-04 (correct)2025-08-04 (correct)
Due date2025-08-112025-08-11 (correct)2025-08-11 (correct)2025-08-11 (correct)2025-08-11 (correct)2025-08-11 (correct) nullmissing field2025-08-11 (correct)2025-08-11 (correct)2025-08-11 (correct)2025-08-11 (correct)
Net by tax rate7.25 %: 401.307.25 %: 401.30 (correct)7.25 %: 401.30 (correct) 0 %: 401.30wrong rate7.25 %: 401.30 (correct)7.25 %: 401.30 (correct) nullmissing field7.25 %: 401.30 (correct) 0 %: 401.30, 7.25 %: 401.30wrong value7.25 %: 401.30 (correct)7.25 %: 401.30 (correct)
Tax by rate7.25 %: 29.097.25 %: 29.09 (correct)7.25 %: 29.09 (correct)7.25 %: 29.09 (correct)7.25 %: 29.09 (correct)7.25 %: 29.09 (correct) nullmissing field7.25 %: 29.09 (correct)7.25 %: 29.09 (correct)7.25 %: 29.09 (correct)7.25 %: 29.09 (correct)
Total430.39430.39 (correct)430.39 (correct)430.39 (correct)430.39 (correct)430.39 (correct) nullmissing field430.39 (correct)430.39 (correct)430.39 (correct)430.39 (correct)
CurrencyUSDUSD (correct)USD (correct)USD (correct)USD (correct)USD (correct) nullmissing fieldUSD (correct)USD (correct)USD (correct)USD (correct)
Bank account021000021 434184039021000021 434184039 (correct)021000021 434184039 (correct)021000021 434184039 (correct)021000021 434184039 (correct)021000021 434184039 (correct) nullmissing field021000021 434184039 (correct)021000021 434184039 (correct)021000021 434184039 (correct)021000021 434184039 (correct)
Tokensinput / output584 / 2031,549 / 2922,693 / 1644,871 / 1971,406 / 2023,108 / 1,1511,406 / 4622,693 / 1825,163 / 1874,871 / 183
of which hidden reasoningbilled as output016909209883170078
of which from cacheinput billed at a discount3074360003840000
Cost of this documentthis run$0.0002$0.0004$0.0005$0.0007$0.0009$0.0010$0.0028$0.0054$0.0122$0.0140
Per 1,000 documentsfor the same kind of document$0.16$0.44$0.50$0.71$0.93$0.96$2.79$5.40$12.20$14.01
Latencythis run10.5 s2.9 s2.6 s3.8 s1.9 s17.3 s2.4 s2.8 s3.4 s5.5 s