Our summary
Customer messages can mix a price question, buying intent and a payment problem. The UPGPTs team shows how to give Jev clear categories for sorting them. Its Chinese tutorial and English companion explain the same three demonstrations, rather than two separate evaluations.
The examples use one set of category descriptions for an uncertain inquiry, a clear purchase request and an unexpected downgrade with missing payment. The team sends the uncertain inquiry for review and suggests automatic routing for the purchase. The payment-risk category goes directly to a person, regardless of confidence.
Confidence describes how the estimated chances are spread across possible answers; it is not another independent piece of evidence or a guarantee. Three demonstrations cannot measure general accuracy. Support teams should test their own messages, keep payment safeguards in their rules and avoid treating a category choice as permission to act.
Key takeaways
- Describe where each category starts and ends before adjusting automation cutoffs.
- Treat confidence as a summary of estimated chances, not as a separate vote that proves the answer.
- Send payment-risk messages to a person even when the model returns its highest confidence.