AI Education 5 min read

Using AI to Help Grade, With a Person in the Loop

Faster feedback helps students. Keeping a person in the loop keeps it fair. Here is the balance we settled on.

P
Peregrine AI
Mar 16, 2026
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Students learn faster when feedback comes back quickly. Marking by hand is slow. AI can close that gap, but grading is exactly the place where a wrong, confident answer does real harm.

Let AI draft, let a person decide

We do not let a model hand out final grades. It drafts feedback and flags a suggested score. A teacher reviews, adjusts, and signs off. The student gets feedback in minutes and still gets a human standing behind the mark.

Where we keep the human

  • Anything near a pass or fail boundary.
  • Answers the model is unsure about.
  • Any appeal from a student.

The result

Teachers spend their time on judgment calls instead of routine marking. Students get faster feedback. And because a person signs every grade, the process stays fair and easy to defend.

AI EducationAssessmentHuman-in-the-loop
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