Evidence

Every lesson ends in evidence, not just a grade

Every lesson records how the student worked with AI, including every exchange, and closes with an Evidence Summary faculty review and attest.

What is captured

What each lesson records

Mizain captures the work as it happens: how students engage, what they produce, and how they explain it back.

How they worked

How a student works through the lesson: the pace, the pattern, and where the effort went. Detected from the work, never inferred about the person.

What they produced

The work the student produced, with the AI assistance behind each piece made visible.

In their own voice

Your students explain the idea back in their own words, recorded at the close of the lesson and reviewed against your criteria.

Faculty decide

Nothing consequential is decided from the record alone. The faculty member reviews the Evidence Summary and attests it.

The Evidence Summary

What a faculty member actually receives

How the student worked, what they produced, the AI assistance behind it, how they explained the idea, and any open flags. Never a single score. While a flag is open, the lesson shows Under Review.

You set what each lesson looks for and the criteria it is reviewed against. Every figure links back to the recorded work beneath it.

A faculty class view for one thermodynamics lesson: eight students by name, each with an evidence status on four learning outcomes (met, developing, or not yet evidenced), small bars for AI reliance and productive struggle, and the Evidence Summary status (attested, under review, or returned). A strip at the top shows how many students have met each outcome.

A record the student keeps

Each lesson leaves a record the faculty member attests and the student keeps. Every figure in it traces back to the recorded work: the attempts, the AI exchanges and the student's own explanation.

Faculty can open any figure and see the work behind it, and nothing consequential is decided until they attest it. Students carry the record forward as evidence of how they learned, not only what they submitted.

Map your rubric to what Mizain measures

Bring the rubric you already use. We will show how its criteria map to the Evidence Summary a lesson produces, so the course keeps its standards and gains its evidence.