01
Results collected
Every interaction becomes meaningful learning data.
Assignments, tests, submissions — automatically organized per student per criterion.
Class insights
Understand the class beyond scores.
See patterns. Support growth. Data that helps teachers focus on students.
Insights aren’t here to replace your judgment about a student — they’re here to surface the moments worth your attention.
The workflow
From raw activity to a teaching plan.
Four quiet steps. The teacher decides what to do with the signal — nothing is auto-sent, nothing is escalated outside the classroom.
02
AI analyzes class patterns
Spot learning gaps earlier. Turn classroom data into actionable insights.
Frequently missed questions, per-student strengths, engagement trends — without you running a single query.
03
Teacher-focused insights
AI highlights patterns. Teachers create impact.
Students who need follow-up feedback. Concepts that need re-teaching. Students growing fast. Students going quiet.
04
Personalized follow-up
Better insights lead to better support.
Per-student feedback links, lesson prep notes, summaries for parents — all generated from real classroom activity.
What you can answer
The questions you were already asking.
Class Insights isn’t a chart library. It’s answers to the four or five questions a teacher actually has on a Monday morning.
Q1
Who needs follow-up feedback this week?
A short list, ordered by the criteria where each student slipped the most across the last two assignments.
Q2
Which concept did most students miss?
The rubric criteria and prompt items the class struggled with — so the next mini-lesson writes itself.
Q3
Who's growing fast in the last month?
Students whose scores are climbing — worth a quick acknowledgement before the pattern goes unnoticed.
Q4
Who has gone quiet?
Drops in participation or submission frequency, surfaced gently, so a check-in can happen before a parent call has to.
Insight modes
Three ways to read the same class.
The same data, framed differently — by cohort, by student, by concept. Pick the angle the moment calls for.
Mode 1
Class view
Average across the cohort, distribution per criterion, the items the room handled well and the ones it did not.
Mode 2
Per-student view
One student at a time — their growth across the term, the criteria they own, the criteria still in motion.
Mode 3
Concept view
One criterion or topic across the whole class — who has it, who is close, who needs another pass.
What it’s not
A few things this isn’t.
Not a replacement for knowing your students.
Not a ranking dashboard.
Not data sent to anyone outside your classroom.
In active beta
Insight surfaces and signal thresholds will keep changing while teachers tell us what helps.
Less time organizing data. More time understanding students. Behind every metric is a student who can grow.
— The MateFlow team
Read more, or try it
The rubric is where the signal starts.
Teacher-controlled · FERPA-aware · No model training on student work