Personalize learning for every student, without gambling with their data.
Attri builds and governs AI for schools, edtech companies, and learning platforms. Every student interaction is tailored, student data stays protected, and an educator stays in the loop on the decisions that matter. Live in weeks, additive to the tools you already run.
Teachers are drowning in admin,
and the AI that could help is quietly using student data.
Educators lose hours every week to admin instead of teaching, a top driver of burnout. Meanwhile "free" AI tools have slipped into classrooms, trained on whatever gets pasted in, including student data. The tools that give teachers time back are the same ones that risk their privacy.
RAND State of the American Teacher, 2024
~53 hrs / week
US teachers work, well above comparable professionals.
OECD TALIS 2024
69%
Of teachers cite administrative work as a source of stress.
Governed AI for the classroom and the back office.
We start with one high-friction workflow and ship a governed agent for it, then expand. Each one is built for student-data safety and an educator-in-the-loop from day one.
Personalized practice & tutoring
Meets each student at their level and adapts as they progress.
Grading & feedback assist
Drafts feedback and scores. The educator reviews and approves.
Content & lesson generation
Builds aligned practice and materials on demand.
Admin & reporting agents
Handles scheduling, documentation, and the reports that eat evenings.
Family & student support
Answers routine questions 24/7, escalates the ones that need a human.
The AI your privacy officer and your board can both stand behind.
Student data runs self-hosted and never trains a shared model, closing the shadow-AI gap. Grades, flags, and interventions keep an educator in the loop. And every interaction is logged, so a FERPA or COPPA review is answered with a record, not a guess.
FERPA / student privacy
Self-hosted sandbox
COPPA / SOPIPA
No training on student data
Grades & interventions
Human-in-the-loop
Full interaction log
Audit ledger
See a class's worth of personalized practice, generated and governed.
An AI-powered test-prep platform delivered personalized practice across 100+ micro-skills for every student, with progress tracked and student data kept in its own environment.
Weeks
To a governed, in-production agent.
Educator approves
Every consequential decision.
Self-hosted
Student data stays in your environment.
Questions, answered.
Can't find what you're looking for? Book a consultation.
Yes. Student data stays inside your own environment and is never used to train a shared AI model. It doesn't go anywhere outside your systems.
Bring us the workflow stealing your teachers' evenings.
In one working session we will map a use case, score the opportunity, and show you exactly how we would build it, personalized and governed for student data. You leave with a prioritized plan, whether or not you work with us.