# Judge KB article freshness against recent tickets

Judges: Pair: article summary and a recent ticket resolution. Questions: noul:article\_contradicts\_resolution. Action: Flag article for review when 3+ contradictions appear.

Grade: C — A clean typed decision with low volume or low value, or too vague to act on.. Score: 3.42.

Vertical: Cross-industry.

Function: Support & CX.

Status: Idea.

Volume: occasional.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/cross_industry/)
- [Function](/functions/support_cx/)
- [Sentiment-based alert system](/use-cases/sentiment-based-alert-system/)
- [Churn risk prediction](/use-cases/churn-risk-prediction/)
- [Client sentiment risk](/use-cases/client-sentiment-risk/)
- [Detect PII or secrets pasted into support tickets](/use-cases/detect-pii-or-secrets-pasted-into-support-tickets/)
- [Is this agent draft reply safe to send](/use-cases/is-this-agent-draft-reply-safe-to-send/)
- [Customer satisfaction measurement](/use-cases/customer-satisfaction-measurement/)