Dynamic rubrics

Better rubrics create better feedback.

Build once. Refine together. Consistency without losing individuality.

MateFlow helps teachers create, refine, reuse, and share grading criteria without starting from scratch every time.

How a rubric comes together

Four steps. The teacher keeps the pen.

The AI handles the scaffolding. The teacher decides what counts, how it counts, and what the words actually mean.

Start with your assignment

Start with the way you already teach.

Bring achievement standards, grade level, and existing rubrics into one workspace.

AI drafts the rubric structure

AI helps organize the first draft. Reduce repetitive setup work.

Criteria categories, scoring tiers, and weight suggestions appear as editable cards.

Teachers refine the rubric

Teachers shape the final standard. AI assists. Teachers decide.

Edit wording, adjust weights, emphasize or drop criteria, add custom feedback templates.

Save, reuse, and share

Great teaching should be shareable. Save time without losing your teaching style.

One rubric becomes the template for next semester — and the starting point your colleagues can build on.

Why dynamic rubrics matter

A rubric is a living instrument.

Most rubrics live in a folder no one reopens. A dynamic rubric travels with the assignment, with the grader, and with the next teacher who teaches the unit.

Traditional rubric

MateFlow

01
Traditional rubric
Built from scratch each time.
MateFlow
Reused and refined over time.
02
Traditional rubric
Locked into one teacher's head.
MateFlow
Visible, editable, shareable.
03
Traditional rubric
One-shot evaluation criteria.
MateFlow
Anchor-based classification.
04
Traditional rubric
Static document.
MateFlow
Connected to the grading workflow.

Rubric building blocks

Five pieces. Every rubric, the same anatomy.

Every MateFlow rubric is composed from the same parts. Familiar enough to grade quickly. Flexible enough to fit the work in front of you.

01 · Criteria

The dimensions the work is judged on — written in the teacher’s own language.

02 · Scoring levels with anchors

Each level carries a concrete descriptor, so two graders read the same band the same way.

03 · Weights

Tune the relative pull of each criterion. The totals stay honest at 100.

04 · Concept tags

Tag criteria to standards or skills so insights and reuse work across classes.

05 · Feedback templates

Reusable comment fragments that travel with the rubric into student-facing feedback.

Sharing & reuse

The hours saved on the second class, the second semester, and the next teacher down the hall — that is the whole point.

Save as template

Promote any rubric to a personal template — version-tracked, ready for next term.

Duplicate to other classes

Carry one rubric across sections without rebuilding. Edits stay scoped per class.

Coming soon

Community share

Publish a rubric to your department or the wider teacher community, with attribution kept.

In active beta

Some features and UI may change before public launch.

More consistency. More meaningful feedback. Less time building rubrics. More time supporting students.

— The MateFlow team