Daniel Stewart
Texte de l'e-mail (le modèle a reçu exactement ce texte)
From: Daniel Stewart <daniel.stewart@williams-ross.example> To: support@johnson-singleton.example Date: Tue, Apr 21, 2026 at 8:51 AM Subject: Re: Cancellation Hello, Following up on our previous email below, we're still waiting for a solution. We need an answer by the end of the month. Best regards, Daniel Stewart Williams, Ross and Donaldson On Fri, Apr 17, 2026 at 10:35 AM, support@johnson-singleton.example wrote: > Hello, thank you for your message. We've logged your request as ticket #48521 and are looking into it. > > Johnson-Singleton > On Fri, Apr 17, 2026 at 5:51 AM, Daniel Stewart <daniel.stewart@williams-ross.example> wrote: > > Hello, > > > > We would like to cancel our order, we no longer need the goods. Order #10296889. > > > > Best regards, > > Daniel Stewart > > Williams, Ross and Donaldson
Verdict
Le moins cher sans erreur : Gemini 3.5 Flash Lite, à 0,42 € pour 1 000 documents.
- Gemini 3.8 Flash ne fait aucune erreur non plus, mais coûte 7× plus cher.
- Gemma 4 31B est 3,4× moins cher, mais : valeur erronée (Priorité).
- Mistral Small 4 est 3× moins cher, mais : valeur erronée (Priorité).
- GPT-6 Luna est 3× moins cher, mais : valeur erronée (Tonalité).
Prompt soumis à chaque modèle
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.
Notre notation
Correspondance exacte par champ, après normalisation des dates, des montants et des espaces. Les diacritiques manquants comptent comme une erreur. Le coût correspond à la consommation réelle de tokens de cette exécution, convertie au taux indiqué en bas de page.
Ce que chaque modèle a extrait
| Champ | Valeur correcte | Gemma 4 31B7 / 9 champs | Mistral Small 47 / 9 champs | GPT-6 Luna8 / 9 champs | DeepSeek V4.1 Flash8 / 9 champs | Gemini 3.5 Flash Lite9 / 9 champs | Qwen3.8 Flash8 / 9 champs | Mistral Medium 3.58 / 9 champs | GPT-6 Sol9 / 9 champs | Gemini 3.8 Flash9 / 9 champs | Claude Sonnet 58 / 9 champs |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Catégorie | cancellation | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) | cancellation (correct) |
| Priorité | normal | highvaleur erronée | highvaleur erronée | normal (correct) | normal (correct) | normal (correct) | normal (correct) | highvaleur erronée | normal (correct) | normal (correct) | normal (correct) |
| Tonalité | neutral | negativevaleur erronée | negativevaleur erronée | negativevaleur erronée | negativevaleur erronée | neutral (correct) | negativevaleur erronée | neutral (correct) | neutral (correct) | neutral (correct) | negativevaleur erronée |
| Nom du client | Daniel Stewart | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) | Daniel Stewart (correct) |
| Numéro de commande | 10296889 | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) | 10296889 (correct) |
| Numéro de facture | — | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) |
| Montant | — | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) |
| Devise | — | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) | — (correct) |
| Échéance | 2026-04-30 | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) | 2026-04-30 (correct) |
| Tokens | entrée / sortie | 733 / 76 | 695 / 76 | 810 / 141 | 955 / 351 | 721 / 96 | 1 052 / 945 | 695 / 76 | 810 / 92 | 721 / 709 | 1 016 / 316 |
| dont raisonnement caché | facturé comme sortie | 0 | 0 | 82 | 297 | 0 | 848 | 0 | 33 | 613 | 201 |
| dont depuis le cache | entrée facturée à prix réduit | 453 | 0 | 0 | 586 | 0 | 768 | 0 | 0 | 0 | 0 |
| Coût de ce document | cette exécution | 0,0001 € | 0,0001 € | 0,0001 € | 0,0003 € | 0,0004 € | 0,0005 € | 0,0015 € | 0,0023 € | 0,0029 € | 0,0048 € |
| Pour 1 000 documents | pour ce même type de document | 0,12 € | 0,14 € | 0,14 € | 0,29 € | 0,42 € | 0,46 € | 1,48 € | 2,34 € | 2,94 € | 4,78 € |
| Latence | cette exécution | 2,6 s | 0,7 s | 2,8 s | 5,9 s | 0,6 s | 11,8 s | 1,3 s | 2,8 s | 3 s | 5,4 s |