Adaptive learning systems, assessment engines, and content platforms that scale.
We build the infrastructure behind personalized education at scale.
EdTech platforms need to personalize learning for millions of students, assess knowledge accurately, and deliver content that adapts to each learner. We build adaptive learning engines, assessment platforms, and content delivery systems that work at scale.
Why AI in Education is different.
The average MOOC completion rate is under 10%. That is not a content problem. It is a personalization problem. Every learner gets the same sequence, the same pace, the same assessments. Fast learners disengage. Struggling learners fall behind. The platform blames the student.
Adaptive learning systems that adjust difficulty and content in real-time show 45% better learning outcomes and 60-73% higher engagement. Meanwhile, generative AI is compressing content creation timelines from months to days. The platforms that combine both, adaptive delivery with AI-assisted production, will own the next decade of education.
The hard problem is not building a chatbot tutor. It is building a knowledge graph that maps what each learner knows, identifying gaps with precision, and serving the right content at the right difficulty at the right moment. That requires ML infrastructure, not just an LLM API call.
The Problems That Slow You Down
One-size-fits-all learning paths
Every student gets the same content in the same order. Fast learners are bored, struggling learners fall behind, and completion rates drop.
Assessment that tests memorization, not mastery
Multiple choice quizzes that don't measure real understanding. No adaptive difficulty, no skill mapping, no learning analytics.
Content creation bottleneck
Subject matter experts can create 2-3 lessons per week. The platform needs 200. Content quality varies wildly across instructors.
Engagement drops after week 2
Sign-ups are strong, but 70% of learners stop within 14 days. No re-engagement system, no progress nudging, no social learning.
Systems for EdTech
Adaptive Learning Engines
AI that adjusts difficulty, pacing, and content based on learner performance, not static course paths.
View service →Assessment & Skill Mapping
Adaptive assessments that measure mastery, identify gaps, and recommend next steps. Credentialing that employers trust.
View service →Content Production Systems
AI-assisted content generation including lesson drafts, quiz creation, and video summaries, with expert review workflows.
View service →Learning Platform Architecture
Multi-tenant LMS, mobile-first apps, offline access, and analytics dashboards for instructors and administrators.
View service →These aren't pitch deck scenarios. Every use case maps to a system pattern we've built and deployed in production.
What We Build in EdTech
Adaptive Learning Engine
VP ProductFixed LMS courses push same sequence to all; under 50% completion, limited mastery.
Bayesian knowledge tracing + RL bandit on clickstream/assessment/time data, adapting difficulty, pacing, and content type in real time.
LLM Tutor / Course Copilot
Chief Academic OfficerLimited tutor availability; students get delayed assistance, high MOOC drop-off.
LLM+RAG grounded on course materials, chain-of-thought solving, scaffolded questions, learner profiles.
Personalized Question Generation
Director of AssessmentInstructors spend hours writing quizzes; assessments reused yearly, leak to students.
IRT-aware LLM generates parameterized questions at specific difficulty levels, auto-grading rubrics.
Early-Warning Dropout Analytics
VP Student Success20-40% students lost before completion; advisors manually scan grades and attendance.
XGBoost/Random Forest on LMS logs, grades, submissions, demographics, producing risk alerts in advisor dashboards.
AI-Powered Proctoring
Head of ExamsRemote exams at scale; manual proctoring expensive, AI plagiarism rising.
CV + audio analysis for suspicious behaviors + NLP/LLM text forensics for AI-generated submissions.
Instructional Design Copilot
Director of Instructional DesignDesigning digital courses takes months per course; updates lag industry changes.
LLM agent ingests syllabi, readings, standards, then proposes objectives, outlines, activities, assessments, iterative refinement.
LLM Student Support Agent
VP Student ExperienceThousands of repetitive queries about schedules, financial aid, assignments. Staff overloaded.
Campus-branded LLM agent on institutional policies/catalogs/FAQs via RAG, handles queries and forms.
Building the system is half the job. Growing the business around it is the other half.
How We Grow EdTech Brands
AEO for Course Recommendations
Growth Marketing LeadEdtech loses 48% of "best online Python course" to ChatGPT; zero-clicks cut enrollments 32%.
Schema syllabi/reviews, outcome FAQs, AI citation tracking to enrollment pages.
LinkedIn Ads for Corporate L&D
B2B Marketing DirectorLinkedIn CPL $75-110 for training; under 11% demo rate.
L&D manager targeting, free trials/webinars, HubSpot nurture.
HubSpot Lead Scoring for Enrollments
Marketing Ops Manager3K leads/semester; 62% unqualified.
HubSpot scoring (assessments, visits), sequences (course previews), LMS sync.
How We Work With EdTech
AI Systems & Agents
LLMs, agent chains, and intelligent workflows, wired into your ops, not sitting in a sandbox.
Learn more →Generative AI Integration
Custom LLM applications, fine-tuned models, and content systems, architected for production.
Learn more →Platform Engineering
SaaS architecture, internal tools, API ecosystems: built for what comes after the MVP.
Learn more →Mobile App Development
iOS, Android, and web applications, shipped fast, built to last.
Learn more →Frequently asked questions
Yes, by tracking mastery signals (not just completion), adapting difficulty in real-time, and recommending content that fills specific knowledge gaps. It's not a chatbot, it's a tuning system.
AI generates first drafts and question banks. Subject matter experts review and approve. Quality stays consistent while output scales 5-10x.
Canvas, Moodle, custom LMS, and standalone applications. We build LTI-compliant tools that plug into existing ecosystems.
AI moves fast. Stay ahead.
No spam. One actionable email per week on AI systems and growth.
Your learners deserve more than a video playlist. We build systems that teach.
Start with a learning experience audit. We'll identify where AI can move the needle on engagement and outcomes.