Education
The regulatory reality
Student data sits under FERPA in the US and GDPR in Europe, and minors raise the bar further — institutional deployments need data processing agreements and residency guarantees before anything touches a roster.
[ 01 ]The opportunity
The scarce resource in education is instructor attention, and most of it is spent on work that is repetitive in structure but personal in content: feedback, progress tracking, differentiated materials. A runtime that holds each learner's trajectory can draft feedback that actually references the student's history — turning one teaching hour into three hours' worth of personal attention.
[ 02 ]Workflows
Trajectory-aware feedback
Draft submission feedback grounded in the rubric and the student's prior work, with regressions flagged for instructor intervention.
Material differentiation
Generate practice variants matched to where each cohort segment actually struggles, from the instructor's own source material.
Progress synthesis
Roll per-student trajectories into honest cohort reports — who is drifting, who jumped, what the pattern suggests — with evidence linked.
[ 03 ]Compliance posture