Grading is a dialogue, not a score.
MateFlow isn’t an AI grader. It’s a workspace built around the teachers who do the grading.
Give the time back. Keep the judgment.
Teachers we talked to were spending two, sometimes three evenings a week on the same repetitive work — sorting submissions, writing the same sentence about thesis statements eighty times, copying rubric language into a learning-management system that doesn’t care.
We wanted AI to give that time back. Not by skipping the feedback, but by drafting it first, in the teacher’s rubric, so the teacher could spend their evening editing instead of authoring from a blank page.
But never at the cost of teacher judgment. The model can read a paragraph faster than a human can. It cannot decide what a particular student needs to hear, in what order, this week. That is the teacher’s job, and we built every screen in MateFlow to protect it.
Different from a generic AI grader.
Most “AI grading” tools want to replace the assessment. MateFlow keeps the teacher between the model and the student — every time, by default.
- 01Generic AI grader
Returns a score and stops.
MateFlowDrafts rubric-aligned feedback the teacher edits before it ships.
- 02Generic AI grader
Black-box scoring with no rationale.
MateFlowTransparent reasoning per criterion — visible, editable, attributable.
- 03Generic AI grader
Fire-and-forget — graded the moment a student uploads.
MateFlowHuman-in-the-loop. Nothing reaches the student without teacher approval.
- 04Generic AI grader
Owns the academic decision.
MateFlowThe teacher owns every final decision. Always.
One loop. Four screens. Teacher in the middle.
The product is the workflow, not the model. Every step has a clear handoff, and the teacher is the gate before anything reaches a student.
Upload
Drop in a stack of student work — PDF scans, photos, typed submissions. OCR and assignment matching happen in the background.
AI drafts
The model writes a first pass against your rubric, criterion by criterion, with the source passage cited inline.
Teacher reviews
You read, edit, override, or rewrite. Strike a sentence, change a score, leave a private note. The draft adapts.
Feedback delivered
Only what you approve is sent to the student — in your voice, with the rubric attached, with room to reply.
Where we’re going next.
We publish what’s shipping, what’s queued, and what’s further out. No vapor — if it’s under “Later” we’re still scoping it.
- Assisted grading with rubric-aligned drafts
- Per-criterion teacher review and override
- Class-level insight from every assignment
- Parent reports in plain language
- Class analytics across cohorts
- Stylus-first annotation on tablets
- Multi-language OCR for non-English submissions
Technology should not replace the teacher, but liberate them to be the mentor every student deserves.
— The MateFlow team
See how the workspace fits the philosophy.