Tutoring that scales without replacing teachers.
Adaptive tutoring, grading copilots, and district-curriculum-grounded agents that respect student privacy.
- Students reached
- 180KStudents reached
- Districts served
- 32Districts served
- Teacher hours reclaimed weekly
- 6Teacher hours reclaimed weekly
One-to-one tutoring works. It has never been affordable.
Individual tutoring is among the most robust interventions in education research, and also the least scalable. AI closes that gap only if it is grounded in the district's own curriculum and assessment framework — a generic chatbot that contradicts the lesson plan makes a teacher's job harder, not easier.
- Students reached
- 180K
- Districts served
- 32
What makes education different.
Every sector has constraints that decide whether a system reaches production. These are the ones we design around from day one.
Student data privacy is non-negotiable
How we handle it: FERPA and COPPA-aligned deployments with strict data minimization and no training on student-generated content.
Generic AI contradicts the curriculum
How we handle it: Retrieval is scoped to district-approved materials, so explanations match the method the student was actually taught.
Students will try to get answers handed to them
How we handle it: Tutoring agents are constrained to Socratic scaffolding, withholding final answers and escalating persistent gaps to the teacher.
Teachers have no time for new tools
How we handle it: Everything integrates into the existing LMS. Setup is measured in minutes and requires no separate gradebook.
Where we typically start.
Ranked by the ratio of value to time-to-first-deployment in this sector.
Adaptive tutoring
Socratic tutoring agents grounded in district curricula, adapting pace and scaffolding to demonstrated mastery.
Grading copilots
Rubric-aligned draft feedback on written work, always surfaced for teacher review before it reaches a student.
Curriculum-aligned search
Retrieval scoped to approved instructional materials, so answers reinforce rather than contradict classroom instruction.
Teacher operations
Lesson planning, differentiation, and family communication drafting that reclaims hours from administrative work.
Early-warning analytics
Engagement and mastery signals surfaced early enough for intervention, with equity auditing built into the model review.
Accessibility support
Reading-level adaptation, translation, and alternative-format generation aligned to individual learning plans.
Frameworks we work within.
We produce the control documentation and audit evidence as a delivery artifact, not as a follow-up project.
- FERPA
- COPPA
- SOC 2 Type II
- GDPR
- WCAG 2.2 AA
Proof from a comparable deployment.
Grounding an AI research analyst on a decade of data
Atlas Capital
Analyst throughput doubled on coverage tasks and onboarding time for new hires dropped by half.
Read the full case study- Analyst throughput
- 2xAnalyst throughput
- Onboarding time
- −50%Onboarding time
- Answer grounding
- 97%Answer grounding
Capabilities we apply most in education.
Adjacent sectors we serve.
Thirty minutes on what is working in your sector.
A senior engineer and a strategist who have shipped in this domain. Bring your constraints — we will tell you honestly what is realistic.