Education · AI feedback · Working prototype

AI Writing Feedback

Helping instructors support student revision by turning feedback into clear, actionable next steps.

The problem

Students need feedback before the final submission.

Instructors want to give useful writing feedback, but time is limited. Students often need clearer guidance while they are still revising, not only after the assignment has already been graded.

What I built

A simple AI-supported prototype that turns student writing into structured revision guidance, with emphasis on clarity, organization, evidence, tone, and next steps.

Why it matters

The tool shows how AI can support learning without replacing instructor judgment. The value is not automatic grading. The value is faster, clearer preparation for revision.

What this demonstrates

Workflow design, educational judgment, plain-language feedback, privacy-aware thinking, and the ability to turn a recurring teaching problem into a usable prototype.

Design approach

Built around the actual teaching workflow.

1. Reduce confusion

Feedback is organized into categories students can understand and act on.

2. Keep humans in control

The prototype supports instructor review. It does not make final academic judgments.

3. Make revision practical

The output focuses on what the student can improve next, not vague comments.

Prototype preview

Writing feedback interface

This portfolio version is a static prototype preview. It demonstrates the workflow and interface without sending student data to an external service.
AI Writing Feedback Prototype Privacy-aware review flow
Example feedback output
  • Clarify the main point earlier in the response.
  • Add one specific example connected to the assignment instructions.
  • Break long paragraphs into clearer sections.
  • Revise the final paragraph so it explains what the reader should take away.
Role:
Concept, workflow, copy, prototype design
Audience:
Students, instructors, learning support teams
Status:
Working portfolio prototype
Next version

Where this could go next

Rubric alignment

Connect feedback categories to a specific assignment rubric or course outcome.

Instructor dashboard

Help instructors identify common writing issues across a class without exposing private student details.

LMS integration

Adapt the workflow for Moodle, Teams, or other course delivery environments.

Contact

Interested in this kind of practical AI-supported workflow? Contact me at rodger_murray@outlook.com.