For Schools

School partnerships need cohort and roster workflows

The portal will support school cohorts, session scheduling, facilitator assignment, and teacher-facing progress views.

Cohort enrollment

Teachers and admins can assign workshops to groups instead of one student at a time.

Facilitator tools

Volunteers and staff need attendance, submission review, and discussion guides.

Progress visibility

Teachers should see completion, project status, and any flagged AI moderation events tied to their cohort.