# Frustration detector in tutoring chat

Judges: one student message. Questions: noul:frustrated; noul:disengaged. Action: Trigger encouragement or human tutor handoff.

Grade: A — A clean typed decision \(yes/no, a pick from a list, or a level on a scale\) that is concrete, repeats routinely, and has meaningful value.. Score: 4.97.

Vertical: Education.

Function: Research & education.

Status: Idea.

Volume: high.

Value: meaningful.

Risk: moderate.

Evidence: null.

Flags: None.

- [Vertical](/verticals/education/)
- [Function](/functions/research_edu/)
- [Cheating chat-log alert in remote proctoring](/use-cases/cheating-chat-log-alert-in-remote-proctoring/)
- [Safeguarding signal screen](/use-cases/safeguarding-signal-screen/)
- [Adaptive-test item exposure screening](/use-cases/adaptive-test-item-exposure-screening/)
- [Student answer misconception tagger](/use-cases/student-answer-misconception-tagger/)
- [Language-learner error type tagger](/use-cases/language-learner-error-type-tagger/)
- [Off-topic classroom bot gate](/use-cases/off-topic-classroom-bot-gate/)