Education
Adaptive learning support, enrollment forecasting, and administrative automation for institutions.
Institutions lose more enrollment to quiet attrition than to any single dramatic event — a student who slowly disengages until they simply don't register for next semester, often after warning signs an advisor never saw.
How We Solve It
Institutions lose more to quiet attrition than to any single dramatic event — a student who slowly disengages until they don't re-enroll. We build enrollment forecasting and early-warning systems that flag at-risk students while there's still time for an advisor to intervene.
What We Build
Enrollment Forecasting
Projects enrollment by program and semester with real signal.
Retention Early-Warning
Flags at-risk students while there's still time for an advisor to act.
Administrative Automation
Reduces manual workflow load on registrar and advising staff.
Advisor Dashboards
Tracks intervention outcomes so advisors know what's working.
How We Deploy It
Discover
We study your workflows, data, and systems to find where AI creates real leverage.
Design
We architect the models, agents, and integrations around your existing stack.
Deploy
The system ships into your environment — on-premises, cloud, or hybrid.
Operate
We monitor, retrain, and scale the solution as your business evolves.
See It In Action
Forecasting Fall 2026 enrollment across 6 programs and 4,200 active students:
Common Questions
How long does implementation take?
Enrollment forecasting and retention models are typically live in 6-8 weeks against one term of historical data.
Does this integrate with our SIS/LMS?
Yes, we build against your existing student information system and LMS.
How is student data protected?
Deployments are FERPA-aligned by design, with data access scoped to authorized advisors and staff.
Want this built for your Education operation?
Tell us about your workflows and we'll scope a tailored AI solution.