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Kundenfeedback mit KI zu Themen mit Zitaten gruppieren

Ein Agent liest Umfrageantworten und liefert die wichtigsten Themen mit Anzahl und wörtlichen Zitaten.

  • Dateien
  • Budgetlimit

Eine echte Ausführung ansehen

Eine echte Ausführung vom 7. Okt. 2026, erneut abgespielt. Modell: openai/gpt-6-luna.

Erfolgreichrun_16e8f6ea0b96505dd4d2615be299a35b$0.002898 von $0.03
  1. In WarteschlangeBudget $0.03 reserviert
  2. MicroVMmicroVM ready
  3. MicroVMworker started · shell off · web off
  4. Dateiread feedback.txt
  5. MicroVMmicroVM destroyed
  6. Erfolgreich2 Modellaufrufe, 2,542 TokensAufgezeichnete Ausgabe (Englisch)
    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 zerstört$0.002898 berechnet, $0.027102 freigegeben
Modell $0.000498 · Web $0.00 · Rechenleistung $0.0024

Selbst ausführen

Öffnen Sie das Beispiel im Playground, mit der vollständig ausgefüllten Anfrage. Es läuft in Ihrem eigenen Konto, innerhalb des angezeigten Budgets, gegen dieselben schreibgeschützten Beispielsysteme.

Budget für dieses Beispiel: $0.03

Im Playground öffnenRegistrieren und ausführenAnmelden

So funktioniert es

Jedes Thema hat eine Anzahl und mindestens ein wörtliches Zitat, sodass sich jede Aussage an der Quelldatei prüfen lässt. Lob und Beschwerden werden getrennt, und eine Antwort wird nur einem Thema zugeordnet.

Was der Agent tun kann und was nicht

Die Berechtigungen sind Teil der Anfrage. Alles, was hier nicht aufgeführt ist, steht der Ausführung nicht zur Verfügung.

EinstellungErlaubt
VerbindungenKeine
WebAus
ShellAus
Dateienfeedback.txt (schreibgeschützt)
Null-DatenspeicherungAus: Das Protokoll wird 30 Tage lang gespeichert
Budget$0.03, ein festes Limit
Timeout60 Sekunden

Zugangsdaten gelangen nie in die Maschine: Ein Broker ergänzt sie bei jedem Aufruf und erzwingt die oben genannten Methoden.

Der Code

Das ist die genaue Anfrage, die das Beispiel sendet. Setzen Sie EPHEMERAL_API_KEY auf einen Mitgliedsschlüssel Ihrer Organisation.

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

Dateien in der Anfrage

Inline übergeben, es wird also nichts vorher hochgeladen. Der Agent sieht jede einzelne als schreibgeschützte Datei.

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.
Vollständiger Anfragetext request.json

Derselbe Text, mit den Dateien inline.

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
}

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