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Agrupa los comentarios de clientes en temas con citas, usando IA

Un agente lee respuestas de encuestas y devuelve los temas principales con recuentos y citas literales.

  • Archivos
  • Límite de presupuesto

Mira una ejecución real

Una ejecución real del 7 oct 2026, reproducida. Modelo: openai/gpt-6-luna.

Completadarun_16e8f6ea0b96505dd4d2615be299a35b$0.002898 de $0.03
  1. En colapresupuesto de $0.03 reservado
  2. MicroVMmicroVM ready
  3. MicroVMworker started · shell off · web off
  4. Archivoread feedback.txt
  5. MicroVMmicroVM destroyed
  6. Completada2 llamadas al modelo, 2,542 tokensResultado grabado (en inglés)
    json
    {
  "themes": [
    {
      "name": "Dashboard and report speed",
      "sentiment": "positive",
      "count": 3,
      "response_numbers": [
        1,
        9,
        19
      ],
      "quote": "Love the new dashboard, much faster than before."
    },
    {
      "name": "Pricing and plan details",
      "sentiment": "negative",
      "count": 3,
      "response_numbers": [
        4,
        13,
        20
      ],
      "quote": "Pricing is confusing, I cannot tell which plan includes API access."
    },
    {
      "name": "Dark mode",
      "sentiment": "request",
      "count": 3,
      "response_numbers": [
        6,
        10,
        18
      ],
      "quote": "Please add dark mode."
    },
    {
      "name": "Support experience",
      "sentiment": "positive",
      "count": 2,
      "response_numbers": [
        3,
        12
      ],
      "quote": "Support answered in 10 minutes, great experience."
    },
    {
      "name": "CSV export failures",
      "sentiment": "negative",
      "count": 2,
      "response_numbers": [
        2,
        11
      ],
      "quote": "Export to CSV keeps timing out on big reports."
    },
    {
      "name": "Mobile app crashes",
      "sentiment": "negative",
      "count": 2,
      "response_numbers": [
        5,
        14
      ],
      "quote": "The mobile app crashes when I open reports."
    },
    {
      "name": "Excel import failures",
      "sentiment": "negative",
      "count": 2,
      "response_numbers": [
        7,
        17
      ],
      "quote": "Importing contacts from Excel failed twice with no error message."
    },
    {
      "name": "Finding and downloading invoices",
      "sentiment": "negative",
      "count": 2,
      "response_numbers": [
        8,
        16
      ],
      "quote": "Billing page is hard to find, I could not get my invoice."
    },
    {
      "name": "Easy onboarding",
      "sentiment": "positive",
      "count": 1,
      "response_numbers": [
        15
      ],
      "quote": "Onboarding was easy, I was running in 10 minutes."
    }
  ],
  "unthemed": []
}
  7. Worker destruido$0.002898 cobrados, $0.027102 liberados
Modelo $0.000498 · Web $0.00 · Cómputo $0.0024

Ejecútalo tú mismo

Abre el ejemplo en el playground con la solicitud completa ya rellenada. Se ejecuta en tu propia cuenta, dentro del presupuesto indicado, contra los mismos sistemas de ejemplo de solo lectura.

Presupuesto de este ejemplo: $0.03

Abrir en el playgroundRegístrate para ejecutarloIniciar sesión

Cómo funciona

Cada tema tiene un recuento y al menos una cita literal, así que cada afirmación puede contrastarse con el archivo de origen. Los elogios y las quejas se separan, y una respuesta se cuenta en un solo tema.

Lo que el agente puede y no puede hacer

Los permisos forman parte de la solicitud. Todo lo que no figura aquí no está disponible para la ejecución.

AjustePermitido
ConexionesNinguna
WebDesactivado
ShellDesactivado
Archivosfeedback.txt (solo lectura)
Retención cero de datosDesactivada: el registro se conserva 30 días
Presupuesto$0.03, límite estricto
Tiempo límite60 segundos

Las credenciales nunca entran en la máquina: un broker las añade a cada llamada y aplica los métodos indicados arriba.

El código

Esta es la solicitud exacta que envía el ejemplo. Define EPHEMERAL_API_KEY con una clave de miembro de tu organización.

curl -X POST $EPHEMERAL_URL/v1/runs \
  -H "Authorization: Bearer $EPHEMERAL_API_KEY" \
  -H "Content-Type: application/json" \
  -H "Idempotency-Key: $(uuidgen)" \
  -d @request.json

Archivos de la solicitud

Se pasan en línea, así que no hay que subir nada antes. El agente ve cada uno como un archivo de solo lectura.

feedback.txt
feedback.txt
1. Love the new dashboard, much faster than before.
2. Export to CSV keeps timing out on big reports.
3. Support answered in 10 minutes, great experience.
4. Pricing is confusing, I cannot tell which plan includes API access.
5. The mobile app crashes when I open reports.
6. Please add dark mode.
7. Importing contacts from Excel failed twice with no error message.
8. Billing page is hard to find, I could not get my invoice.
9. The dashboard loads quickly now, nice work.
10. I would pay more for a dark theme, my eyes hurt at night.
11. CSV export is broken for anything over a few thousand rows.
12. Great support team, they fixed my issue same day.
13. Why does the Team plan cost so much more than Pro? The page does not explain it.
14. The app crashed on my phone again after the update.
15. Onboarding was easy, I was running in 10 minutes.
16. Could not find where to download invoices. Had to ask support.
17. Import from Excel silently drops rows with dates.
18. Dark mode please! The white background is too bright.
19. Reports are much faster, thank you.
20. Pricing page does not list the API limits for each plan.
Cuerpo completo de la solicitud request.json

El mismo cuerpo, con los archivos en línea.

request.json
{
  "prompt": "feedback.txt holds 20 numbered customer comments. Group them into themes. Reply with one JSON object and nothing else: {\"themes\": [{\"name\": string, \"sentiment\": \"positive\"|\"negative\"|\"request\", \"count\": number, \"response_numbers\": number[], \"quote\": string}], \"unthemed\": number[]}. Every comment belongs to exactly one theme, so the counts add up to 20 together with unthemed. quote must be copied word for word from one of the theme's comments. Order themes by count, highest first.",
  "files": [
    {
      "path": "feedback.txt",
      "content": "1. Love the new dashboard, much faster than before.\n2. Export to CSV keeps timing out on big reports.\n3. Support answered in 10 minutes, great experience.\n4. Pricing is confusing, I cannot tell which plan includes API access.\n5. The mobile app crashes when I open reports.\n6. Please add dark mode.\n7. Importing contacts from Excel failed twice with no error message.\n8. Billing page is hard to find, I could not get my invoice.\n9. The dashboard loads quickly now, nice work.\n10. I would pay more for a dark theme, my eyes hurt at night.\n11. CSV export is broken for anything over a few thousand rows.\n12. Great support team, they fixed my issue same day.\n13. Why does the Team plan cost so much more than Pro? The page does not explain it.\n14. The app crashed on my phone again after the update.\n15. Onboarding was easy, I was running in 10 minutes.\n16. Could not find where to download invoices. Had to ask support.\n17. Import from Excel silently drops rows with dates.\n18. Dark mode please! The white background is too bright.\n19. Reports are much faster, thank you.\n20. Pricing page does not list the API limits for each plan.\n"
    }
  ],
  "shell": false,
  "timeout_seconds": 60,
  "max_cost_micros": 30000
}

Más información

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