Personalized Feedback Assessor
Workflow Diagram

Task
Students take practice quizzes to prepare for their exams and this AI system supports them by providing personalizedfeedback on their answers.
Intent
The AI system gives students personal feedback to support and speed up their learning process; it can also save their teacher’s time on marking.
AI Workflow
Input
A student takes a quiz and the quiz answers are passed to the AI system.
Process
The AI system reviews answers and generates feedback. The feedback is checked with safety metrics (e.g., scientific correctness, harmful language, alignment to student knowledge). If the score is below a threshold, feedback is sent to the teacher and regenerated.
Output
Once feedback passes safety metrics and/or teacher approval, it is sent to the student.
Human Oversight Level
Conditionally Autonomous AI
Institutional Oversight Examples
- •Safety metrics and chosen safety thresholds (ad-hoc practice)
Risk
The AI system can make mistakes which could confuse students.