Skip to main content

Feedback Aide for Pre-Submission

Give learners meaningful guidance before they submit.

Feedback Aide acts as an AI essay grader that provides estimated scores and personalized feedback on early drafts, helping students meet requirements on the first attempt and reducing returned assignments or re-grades. It accelerates and improves marking accuracy while supporting instructors with reliable, automated essay scoring.

Powered by rubric-based AI grading, Feedback Aide uses an agentic analysis pipeline to evaluate topic alignment, structure, grammar, marking style, response quality, and potential bias. It works across multiple essay types — narrative, persuasive, expository, literary analysis, research, and analytic — with scoring tailored to your rubrics and curriculum. With multilingual support and a human-in-the-loop workflow, it delivers scalable AI grading and feedback while keeping instructors firmly in control.

Key Benefits

  • Provides estimated grades and AI-generated feedback before submission.
  • Helps learners meet requirements the first time and reduce re-grading.
  • Supports rubric-based AI grading across multiple essay types.
  • Delivers automated essay scoring with agentic topic, structure, and quality checks.
  • Offers multilingual support and human-in-the-loop oversight.

How to use these demos

1. Choose a demo. Start by clicking 'Generate Feedback' for each response.
2. After these are scored by Feedback Aide, review the 'Summary of feedback' to see the justifications behind the scores.
3. Need to change something? Use Manual Grading to fine-tune the feedback, then click 'Save/Submit scores' when you’re ready.


8th Grade Math


5th grade social studies