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d1-ultra NoulChoiceScore
How to run d1-ultra

Combine noul, choice, and score

Description

Liquid’s combined usage example: classify, route, and prioritize one ticket in a single call.

Copy

import os
from typesafe_sdk import Choice, Noul, Score, TypeSafeClient

client = TypeSafeClient(
    api_key=os.environ["LIQUID_API_KEY"],
    base_url="https://api.liquid.ai",
)

result = client.system_one(
    model="d1-ultra",
    state={
    "message": "The checkout page crashes with a white screen whenever I try to apply a promo code. I've tried three different browsers. This is blocking a $4,200 order for our team and we need to place it before our procurement window closes on Friday.",
    "account": {
        "plan": "enterprise",
        "arr": 52000,
        "customer_since": "2022-03-15"
    }
},
    questions={
        "is_bug": Noul(
            instructions="Is the customer reporting a software bug (as opposed to a usage question, feature request, or account issue)?",
        ),
        "team": Choice(
            instructions="Which team should handle this ticket?",
            criteria={
            "billing": "Billing, invoicing, charges, and payment method issues",
            "engineering": "Software bugs, crashes, and technical malfunctions",
            "frontend": "UI/UX issues, display problems, and browser-specific bugs",
            "account": "Account setup, permissions, plan changes, and access issues"
        },
        ),
        "urgency": Score(
            instructions="How urgent is this ticket? Consider business impact, time sensitivity, and customer tier.",
            criteria=[
            "Low: no immediate impact, standard queue",
            "Medium: some business impact, handle within 24 hours",
            "High: significant business impact or time-sensitive, handle within 4 hours"
        ],
        )
    },
)

Worked example

Illustrative for this sample state, not a live run

Sample state

{
  "message": "The checkout page crashes with a white screen whenever I try to apply a promo code. I've tried three different browsers. This is blocking a $4,200 order for our team and we need to place it before our procurement window closes on Friday.",
  "account": {
    "plan": "enterprise",
    "arr": 52000,
    "customer_since": "2022-03-15"
  }
}
Noul is_bug

Is the customer reporting a software bug (as opposed to a usage question, feature request, or account issue)?

Yes 100%
Choice team

Which team should handle this ticket?

  • billing 2%

    Billing, invoicing, charges, and payment method issues

  • engineering · selected 80%

    Software bugs, crashes, and technical malfunctions

  • frontend 18%

    UI/UX issues, display problems, and browser-specific bugs

  • account 0.1%

    Account setup, permissions, plan changes, and access issues

Confidence 74%

Score urgency

How urgent is this ticket? Consider business impact, time sensitivity, and customer tier.

Score 2.00 on 0–2

  • 0. Low: no immediate impact, standard queue 0%
  • 1. Medium: some business impact, handle within 24 hours 0.4%
  • 2. High: significant business impact or time-sensitive, handle within 4 hours 99.6%

Confidence 99.5%

What you might do next

If `is_bug` is above 0.7 and `urgency` is above 1.5, escalate to that team’s on-call (4h SLA). If `urgency` is above 1.0, prioritize in that team’s queue (24h SLA). Otherwise use the standard backlog. If team confidence is below 0.5, note the runner-up.

Tags

combinedsupport
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