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Deep Dive: The Enhanced Evaluation View

Explore how GenEval presents comprehensive AI-powered feedback that helps students understand not just their scores, but how to improve.

Orientrix

Orientrix Team

GenEval Insights

December 15, 2025
3 min read

Beyond the Score: Understanding Your Performance

Getting a number on a test tells you very little. GenEval's Enhanced Evaluation View transforms raw scores into actionable insights that drive real learning.

Overall Performance Feedback

Overall Performance Feedback

Overall Performance Feedback

The moment you open your evaluation results, you're greeted with a comprehensive performance summary that includes:

Performance Summary

A concise assessment of your overall performance, contextualized against the exam's difficulty and your demonstrated strengths. This isn't generic feedback — it's tailored to your specific answers and patterns.

Strengths Identification

The AI identifies what you did well:
  • Conceptual clarity in specific topics
  • Presentation quality of your answers
  • Application skills where demonstrated
  • Diagram accuracy when relevant

Areas for Improvement

Equally important are targeted suggestions for growth:
  • Specific topics that need review
  • Common mistake patterns identified
  • Missing elements in your responses
  • Recommendations for study focus

Question-Level Deep Dive

Individual Question Feedback

Individual Question Feedback

Click on any question to reveal the detailed breakdown:

What You Wrote

Your extracted answer text is displayed alongside:
  • The original question
  • Maximum marks available
  • Your awarded marks

AI Feedback Analysis

For each question, you'll see:
Rubric Criteria Met
  • Which marking criteria your answer satisfied
  • Specific points that earned marks
Rubric Criteria Not Met
  • What was missing from your answer
  • How many marks were deducted and why
Detailed Feedback Constructive comments explaining:
  • Why you received the marks you did
  • What would have earned full marks
  • Common misconceptions to avoid

The Technical Magic

Our evaluation uses a multi-agent architecture:
  1. Extraction Agent: Accurately reads your handwritten answers
  2. Mapping Agent: Aligns your responses to rubric questions
  3. Grading Agent: Evaluates against semantic criteria
  4. Verification Agent: Quality-checks for consistency
This pipeline ensures every evaluation is:
  • Accurate: Multiple verification passes
  • Fair: Semantic understanding, not keyword matching
  • Detailed: Comprehensive feedback at every level
  • Fast: Results in minutes, not days

Subpart-Level Granularity

For questions with multiple parts (a, b, c), each subpart receives:
  • Individual marks breakdown
  • Specific feedback per subpart
  • Criteria tracking at the subpart level
This granularity helps you identify exactly where you lost marks, not just which question you struggled with.

Flagged Questions

Sometimes the AI isn't confident in its grading. These questions are automatically flagged for human review, ensuring you always get fair treatment even in edge cases.
Flagged questions show:
  • The reason for flagging
  • Lower confidence indicators
  • Request for manual review option

The Enhanced Evaluation View transforms assessment from a one-way grade delivery into a two-way learning conversation. Every evaluation becomes a personalized study guide.
Ready to see it in action? Book a demo to experience the difference.