ModelVerdict

Cody Baldwin

English (US)Email9 fields

Document en-p0013 · layout thread · 9 fields · public part of the dataset · Same invoice in Czech → · Report an error in this example

Email text (the model got exactly this text)

From: Cody Baldwin <cody.baldwin@nichols.example>
To: support@miller-nguyen.example
Date: Wed, Oct 29, 2025 at 4:00 PM
Subject: Re: Question about our invoice

Dear support team,

I'm following up on the message below, nothing has happened so far. Many thanks, we really enjoy working with your team. We need this sorted out by November 23.

Kind regards,
Cody Baldwin
Nichols and Sons

On Sun, Oct 26, 2025 at 6:10 PM, support@miller-nguyen.example wrote:

> Hello, thank you for your message. We've logged your request as ticket #19305 and are looking into it.
>
> Miller, Nguyen and Wheeler

> On Sun, Oct 26, 2025 at 2:00 PM, Cody Baldwin <cody.baldwin@nichols.example> wrote:

> > Dear support team,
> >
> > We were charged twice for the same payment. Please look into it and refund the overpayment. This concerns invoice #2025-4208. We're talking about 43.87 USD.
> >
> > Kind regards,
> > Cody Baldwin
> > Nichols and Sons

Verdict

Cheapest without an error: Gemma 4 31B at $0.14 per 1,000 documents.

  • Claude Sonnet 5 is also error-free but 30.3× more expensive.
  • Mistral Small 4 is 1.4× cheaper, but: wrong value (Priority).

Prompt given to every model

You triage the support inbox. Read the email below and return only JSON with these keys:

category        one of: billing (invoices, payments, charges), delivery (where is the order, shipping,
                address change), complaint (damaged, wrong or defective goods, warranty claims),
                technical (login, app or system errors, integrations), cancellation (cancel an order,
                contract or subscription), sales (quotes, prices, interest before buying)
priority        one of: urgent, high, normal, low (rules below)
sentiment       one of: positive, neutral, negative (the customer's tone)
customer_name   full name of the customer who wrote the request
order_number    the customer's order number, if mentioned
invoice_number  invoice number, if mentioned
amount          the amount of money the request is about (number)
currency        ISO 4217 code of that amount (USD, EUR, CZK, …)
deadline        the date by which the customer wants a resolution or answer (YYYY-MM-DD)

Priority rules:
- urgent: the customer cannot work right now, or the deadline is at most 1 day after the email date
- high: the deadline is at most 7 days after the email date, or the customer threatens to cancel
  or escalate (lawyer, ending the business)
- low: the customer says explicitly that it is not urgent
- normal: everything else

Rules:
- A thread: judge the newest message; order numbers, invoice numbers and amounts may come from the
  quoted earlier messages. A forwarded email: the customer is the original sender, not the
  colleague who forwarded it.
- Resolve relative deadlines ("by Friday", "by tomorrow", "by the end of the month") against the
  date of the message that states them.
- Support ticket numbers, tax IDs and phone numbers are not order or invoice numbers.
- If a value is not in the email, return null. Do not guess.
- 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 valueMistral Small 47 / 9 fieldsGemma 4 31B9 / 9 fieldsGPT-6 Luna8 / 9 fieldsQwen3.8 Flash9 / 9 fieldsDeepSeek V4.1 Flash9 / 9 fieldsGemini 3.5 Flash Lite9 / 9 fieldsMistral Medium 3.57 / 9 fieldsGemini 3.8 Flash9 / 9 fieldsGPT-6 Sol9 / 9 fieldsClaude Sonnet 59 / 9 fields
Categorybillingbilling (correct)billing (correct)billing (correct)billing (correct)billing (correct)billing (correct)billing (correct)billing (correct)billing (correct)billing (correct)
Prioritynormal highwrong valuenormal (correct)normal (correct)normal (correct)normal (correct)normal (correct) highwrong valuenormal (correct)normal (correct)normal (correct)
Sentimentpositive neutralwrong valuepositive (correct) neutralwrong valuepositive (correct)positive (correct)positive (correct) neutralwrong valuepositive (correct)positive (correct)positive (correct)
Customer nameCody BaldwinCody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)Cody Baldwin (correct)
Order number—— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)— (correct)
Invoice number2025-42082025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)2025-4208 (correct)
Amount43.8743.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)43.87 (correct)
CurrencyUSDUSD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)USD (correct)
Deadline2025-11-232025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)2025-11-23 (correct)
Tokensinput / output725 / 83765 / 83834 / 1641,080 / 511979 / 454753 / 103725 / 83753 / 471834 / 1271,058 / 214
of which hidden reasoningbilled as output00101407396003686494
of which from cacheinput billed at a discount406453076858600000
Cost of this documentthis run$0.0001$0.0001$0.0002$0.0003$0.0004$0.0005$0.0017$0.0023$0.0029$0.0043
Per 1,000 documentsfor the same kind of document$0.10$0.14$0.17$0.30$0.39$0.48$1.71$2.33$2.94$4.26
Latencythis run0.7 s8.9 s2.3 s8.4 s6.3 s0.8 s0.9 s2 s2.9 s3.7 s