Product Guide
Student Tutor turns feedback into the next step
Feedback is only useful if students know what to do with it. Student Tutor gives them a guided place to ask follow-up questions while the assignment is still fresh.
Teachers spend real time grading, writing comments, and trying to make feedback useful. The hard part is what happens next. A student may open the returned work, see the score, skim a few comments, and still not know what to fix first.
Student Tutor is built for that moment. It lives inside the secure feedback page students already open, next to the returned grade and teacher feedback. When a student needs help understanding why points were lost, how to correct a missed step, or how to practice a similar concept, they can ask the tutor without needing a separate account or a new workflow.[1][3]
Why Feedback Needs A Follow-Up Step
Good feedback should do more than explain a grade. It should help the student make a better next move. That is difficult when feedback is delivered as a static report and the student is left to interpret every comment alone.
Student Tutor turns returned feedback into a conversation. A student can ask what a teacher comment means, where their reasoning broke down, or what kind of practice would help. The goal is not to replace the teacher. The goal is to make the teacher’s feedback easier for the student to act on.[1]
How Students Access Student Tutor
The flow starts with the same feedback delivery paths teachers already use. A teacher can publish results, send feedback by email, or copy a secure feedback link. When the student opens the secure feedback page, they see their returned work and a Feedback / Tutor pivot.[2][3]
Feedback shows the graded comments and scores. Tutor opens the chat experience. From there, students can choose a suggested prompt or type their own question in plain language, such as “Why did I lose points here?” or “Give me a similar practice problem.”[1]
What Makes The Tutor Assignment-Specific
Student Tutor is not a general homework bot. It is scoped to one student, one assignment, and one secure feedback link. The tutor is grounded in the returned feedback, the submitted work when available, the score, and the assignment context.[1]
That context matters because the best help is specific. A useful tutor should be able to explain the feedback the student actually received, use the student’s own work as the starting point, and guide the student toward the concept they missed instead of giving generic study advice.
What It Protects
The tutor can use protected teacher materials internally, including answer keys, rubrics, and teacher instructions when they are available. But those materials are not meant to be exposed directly to the student. They guide the tutoring response in the background.[1]
That is an important design choice. Students should get help understanding their work, but Student Tutor should not reveal answer keys, quote protected rubric details, regrade an assignment, or change a score. If a student believes the grade is wrong, that still belongs with the teacher.[1]
How The Tutor Responds
The tutoring behavior is intentionally Socratic. When a student asks for help, the tutor should guide the student through their own reasoning, ask useful follow-up questions, and give more direct support only when the student is stuck. That keeps the experience closer to coaching than answer delivery.
The tutor can explain why points were lost, walk through a missed step, generate a similar practice problem, or simplify a confusing comment. It also returns suggested follow-up prompts so the student has an obvious next question instead of staring at an empty chat box.[1][4]
Why This Helps Teachers Too
Teachers still decide what feedback says and when results are shared. Student Tutor helps after that point, when students need a first layer of explanation before coming back with a better question.
That can make feedback feel more complete without adding another manual step for the teacher. Instead of every student stopping at “I don’t get it,” more students can arrive with a clearer understanding of what confused them, what they tried next, and where they still need help.
A Practical Way To Use It
The best rollout is simple: send feedback as usual, point students to the Tutor tab, and give them a narrow first task. Ask them to choose one comment, ask the tutor to explain it, and then try one similar practice prompt.[1]
That keeps Student Tutor connected to learning rather than novelty. The win is not that students chatted with AI. The win is that they used returned feedback to understand one mistake, repair one gap, and take one better next step.
Stories Behind This Post
See the full teacher-facing guide for how Student Tutor works and what students should use it for.
Compare secure feedback links, email feedback, LMS publishing, downloads, and Student Tutor.
Watch the product walkthrough showing Student Tutor inside the feedback experience.
Sources
4 References
Sources
4 References
- [1] How the student tutor works
Classwise AI docs. The Student Tutor guide explains how students access the Tutor tab from a secure feedback link, what the tutor is for, and how it stays tied to returned work.
- [2] How to choose the right feedback delivery method
Classwise AI docs. The feedback delivery reference describes when to use secure links, email, LMS publishing, and Student Tutor after feedback has been returned.
- [4] Student Tutor walkthrough
Classwise AI. A product walkthrough showing how Student Tutor helps students ask assignment-specific follow-up questions from the feedback page.

Derah Onuorah
Co-Founder, Classwise AI
July 3, 2026 • 6 min read