ModelVerdict

Cody Baldwin

Inglés (EE. UU.)Correo9 campos

Documento en-p0013 · diseño thread · 9 campos · parte pública del conjunto de datos · La misma factura en otro idioma: Checo → · Informar de un error en este ejemplo

Texto del correo (el modelo recibió exactamente este texto)

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

Veredicto

El más barato sin errores: Gemma 4 31B, a 0,13 € por cada 1000 documentos.

  • Claude Sonnet 5 tampoco comete errores, pero es 30,3× más caro.
  • Mistral Small 4 es 1,4× más barato, pero: valor incorrecto (Prioridad).

Prompt enviado a todos los modelos

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.

Cómo puntuamos

Coincidencia exacta por campo tras normalizar fechas, importes y espacios. La falta de diacríticos cuenta como error. El coste es el gasto real en tokens de esta ejecución, convertido al tipo de cambio indicado en el pie de página.

Lo que extrajo cada modelo

CampoValor correctoMistral Small 47 / 9 camposGemma 4 31B9 / 9 camposGPT-6 Luna8 / 9 camposQwen3.8 Flash9 / 9 camposDeepSeek V4.1 Flash9 / 9 camposGemini 3.5 Flash Lite9 / 9 camposMistral Medium 3.57 / 9 camposGemini 3.8 Flash9 / 9 camposGPT-6 Sol9 / 9 camposClaude Sonnet 59 / 9 campos
Categoríabillingbilling (correcto)billing (correcto)billing (correcto)billing (correcto)billing (correcto)billing (correcto)billing (correcto)billing (correcto)billing (correcto)billing (correcto)
Prioridadnormal highvalor incorrectonormal (correcto)normal (correcto)normal (correcto)normal (correcto)normal (correcto) highvalor incorrectonormal (correcto)normal (correcto)normal (correcto)
Sentimientopositive neutralvalor incorrectopositive (correcto) neutralvalor incorrectopositive (correcto)positive (correcto)positive (correcto) neutralvalor incorrectopositive (correcto)positive (correcto)positive (correcto)
Nombre del clienteCody BaldwinCody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)Cody Baldwin (correcto)
Número de pedido—— (correcto)— (correcto)— (correcto)— (correcto)— (correcto)— (correcto)— (correcto)— (correcto)— (correcto)— (correcto)
Número de factura2025-42082025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)2025-4208 (correcto)
Importe43.8743.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)43.87 (correcto)
MonedaUSDUSD (correcto)USD (correcto)USD (correcto)USD (correcto)USD (correcto)USD (correcto)USD (correcto)USD (correcto)USD (correcto)USD (correcto)
Plazo2025-11-232025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)2025-11-23 (correcto)
Tokensentrada / salida725 / 83765 / 83834 / 1641080 / 511979 / 454753 / 103725 / 83753 / 471834 / 1271058 / 214
de ellos, razonamiento ocultose factura como salida00101407396003686494
de ellos, desde cachéentrada con descuento406453076858600000
Coste de este documentoesta ejecución0,0001 €0,0001 €0,0002 €0,0003 €0,0004 €0,0004 €0,0016 €0,0021 €0,0027 €0,0039 €
Por cada 1000 documentospara el mismo tipo de documento0,10 €0,13 €0,15 €0,28 €0,36 €0,44 €1,57 €2,14 €2,70 €3,92 €
Latenciaesta ejecución0,7 s8,9 s2,3 s8,4 s6,3 s0,8 s0,9 s2 s2,9 s3,7 s