INDUSTRIES / EDUCATION
Education, transformed with intent.
We help universities, school systems, and edtech companies build learning technology that measurably improves outcomes — adaptive platforms, student-success analytics, and responsible AI tutoring.
OVERVIEW
How we work in education
Education institutions face a hard equation: rising expectations for personalized learning, flat budgets, aging student-information systems, and now generative AI arriving faster than policy can keep up. Ilmora's education practice has delivered platforms and analytics for research universities, state K-12 systems, and venture-backed edtech companies serving a combined 3 million+ learners.
We build with the specific constraints of this sector in mind: FERPA and COPPA compliance, accessibility to WCAG 2.2 AA as a hard requirement, academic-integrity considerations for any generative AI feature, and procurement realities of public institutions. Our work is grounded in learning-science collaboration — features ship with efficacy measurement built in, because 'engagement' alone is not an outcome.
Measured outcomes
- first-year retention improvement at a public university partner
- 11pt
- first-year retention improvement at a public university partner
- increase in early advisor interventions per term
- 2.3x
- increase in early advisor interventions per term
- improvement in course pass rates with adaptive practice
- 34%
- improvement in course pass rates with adaptive practice
- WCAG 2.2 AA conformance across delivered platforms
- 100%
- WCAG 2.2 AA conformance across delivered platforms
THE CHALLENGES
What's standing in the way
The problems we hear most often from education leaders — and the ones our engagements are scoped to solve.
Students slipping through the cracks
Early-warning signs of disengagement and failure sit scattered across the LMS, SIS, and attendance systems — visible only after the withdrawal paperwork is filed.
One-pace-fits-all instruction
Instructors teaching 30–200 students cannot personalize practice and feedback at the individual level, so struggling and advanced learners are both underserved.
Aging institutional systems
Decades-old SIS and ERP platforms make routine tasks slow, integrations brittle, and innovation dependent on a shrinking pool of legacy specialists.
Generative AI without guardrails
Students already use AI daily; institutions need policy-aligned tools that support learning rather than shortcut it, plus faculty enablement to match.
OUR SOLUTION
From constraint to capability
For student success, we unify LMS activity, SIS records, and engagement signals into privacy-respecting analytics platforms that flag at-risk students weeks earlier than grade-based triggers — and route those flags to advisors with recommended interventions, not just red dots on a dashboard. Institutions measure the result in retention points, which fund the program many times over.
For learning experiences, we build adaptive practice engines, AI tutoring assistants grounded in course materials with academic-integrity guardrails, and automated feedback systems for writing and problem-solving that give students the fast, specific responses instructors cannot scale. For edtech companies, we serve as the senior engineering partner: platform architecture, AI features, and the FERPA/COPPA/SOC 2 compliance posture that district and university buyers demand.
Student-success analytics
Early-warning models on LMS, SIS, and engagement data, with advisor workflows and intervention tracking.
Adaptive learning engines
Knowledge-tracing models and mastery-based sequencing that personalize practice at individual level.
AI tutoring & feedback
Course-grounded tutoring assistants and automated formative feedback with academic-integrity guardrails and instructor oversight.
LMS & SIS integration
LTI 1.3, OneRoster, and Ed-Fi integrations; data pipelines unifying Canvas, Moodle, Banner, and PowerSchool ecosystems.
Institutional platform modernization
Replacing legacy portals and workflows with modern, accessible, mobile-first applications.
Privacy & accessibility engineering
FERPA/COPPA-compliant architectures and WCAG 2.2 AA accessibility validated with assistive-technology testing.
TECHNOLOGY
The stack behind the solutions
Representative platforms and frameworks we deploy in this sector — always selected to fit your estate, not a vendor agenda.
Education Standards
- LTI 1.3 / LTI Advantage
- OneRoster
- Ed-Fi
- Caliper Analytics
- QTI
- xAPI
AI / ML
- PyTorch (knowledge tracing)
- OpenAI / Claude APIs
- RAG pipelines
- Whisper
- LangGraph
- Evaluation harnesses
Platform
- Next.js / React
- PostgreSQL
- AWS / GCP
- Kafka
- dbt
- Kubernetes
HOW WE DELIVER
A process built for regulated reality
Five phases, each with a concrete artifact and a go/no-go decision — so you always know where the engagement stands.
- 01
Outcome definition
Agree the measurable target — retention, course completion, learning gains — with academic and IT leadership together.
- 02
Data & privacy foundation
Integrate LMS/SIS sources under a FERPA-reviewed data-governance model with clear consent boundaries.
- 03
Pilot with real courses
Deploy to a defined set of courses or programs with instructor co-design and IRB-style efficacy measurement where appropriate.
- 04
Measure learning impact
Evaluate against control groups on outcomes, not engagement proxies; iterate on what the evidence shows.
- 05
Institution-wide rollout
Scale with faculty enablement, governance documentation, and sustainable internal ownership.
USE CASES
Where clients start
Proven entry points with clear ROI — most engagements begin with one of these and expand from evidence.
Retention early-warning system
Predictive flags on disengagement patterns routed to advisors with context and suggested outreach.
AI teaching assistant
A course-grounded assistant answering student questions from syllabus, readings, and lecture content — with citations and instructor-configured boundaries.
Adaptive practice platform
Mastery-based problem sequencing for STEM courses with instructor dashboards showing concept-level gaps.
Student portal modernization
A unified, accessible mobile-first portal replacing fragmented legacy systems for registration, advising, and billing.
FAQS
Questions we hear from leaders
Direct answers to the questions that come up in the first conversation.
RELATED SERVICES
Services behind these solutions
Ready to move the numbers in education?
Bring us your hardest operational problem. In a 45-minute consultation, our practice leads will map the highest-ROI starting point and a realistic delivery plan.