ModelVerdict

Cody Baldwin

Englisch (USA)E-Mail9 Felder

Dokument en-p0013 · Layout thread · 9 Felder · öffentlicher Teil des Datensatzes · Dieselbe Rechnung auf Tschechisch → · Fehler in diesem Beispiel melden

E-Mail-Text (das Modell hat genau diesen Text erhalten)

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

Fazit

Am günstigsten ohne Fehler: Gemma 4 31B für 0,13 € pro 1.000 Dokumente.

  • Claude Sonnet 5 ist ebenfalls fehlerfrei, aber 30,3× teurer.
  • Mistral Small 4 ist 1,4× günstiger, aber: falscher Wert (Priorität).

Prompt für alle Modelle

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.

So bewerten wir

Exakte Übereinstimmung pro Feld nach Normalisierung von Datumsangaben, Beträgen und Leerzeichen. Fehlende diakritische Zeichen zählen als Fehler. Die Kosten sind der reale Tokenverbrauch dieses Laufs, umgerechnet zum Kurs in der Fußzeile.

Was jedes Modell extrahiert hat

FeldRichtiger WertMistral Small 47 / 9 FelderGemma 4 31B9 / 9 FelderGPT-6 Luna8 / 9 FelderQwen3.8 Flash9 / 9 FelderDeepSeek V4.1 Flash9 / 9 FelderGemini 3.5 Flash Lite9 / 9 FelderMistral Medium 3.57 / 9 FelderGemini 3.8 Flash9 / 9 FelderGPT-6 Sol9 / 9 FelderClaude Sonnet 59 / 9 Felder
Kategoriebillingbilling (richtig)billing (richtig)billing (richtig)billing (richtig)billing (richtig)billing (richtig)billing (richtig)billing (richtig)billing (richtig)billing (richtig)
Prioritätnormal highfalscher Wertnormal (richtig)normal (richtig)normal (richtig)normal (richtig)normal (richtig) highfalscher Wertnormal (richtig)normal (richtig)normal (richtig)
Stimmungpositive neutralfalscher Wertpositive (richtig) neutralfalscher Wertpositive (richtig)positive (richtig)positive (richtig) neutralfalscher Wertpositive (richtig)positive (richtig)positive (richtig)
KundennameCody BaldwinCody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)Cody Baldwin (richtig)
Bestellnummer—— (richtig)— (richtig)— (richtig)— (richtig)— (richtig)— (richtig)— (richtig)— (richtig)— (richtig)— (richtig)
Rechnungsnummer2025-42082025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)2025-4208 (richtig)
Betrag43.8743.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)43.87 (richtig)
WährungUSDUSD (richtig)USD (richtig)USD (richtig)USD (richtig)USD (richtig)USD (richtig)USD (richtig)USD (richtig)USD (richtig)USD (richtig)
Frist2025-11-232025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)2025-11-23 (richtig)
TokensEingabe / Ausgabe725 / 83765 / 83834 / 1641.080 / 511979 / 454753 / 103725 / 83753 / 471834 / 1271.058 / 214
davon verdecktes Nachdenkenals Ausgabe berechnet00101407396003686494
davon aus dem CacheEingabe mit Rabatt406453076858600000
Kosten für dieses Dokumentdieser Lauf0,0001 €0,0001 €0,0002 €0,0003 €0,0004 €0,0004 €0,0016 €0,0021 €0,0027 €0,0039 €
Pro 1.000 Dokumentefür die gleiche Art von Dokument0,10 €0,13 €0,15 €0,28 €0,36 €0,44 €1,57 €2,14 €2,70 €3,92 €
Latenzdieser Lauf0,7 s8,9 s2,3 s8,4 s6,3 s0,8 s0,9 s2 s2,9 s3,7 s