We build custom AI systems for EdTech companies and educational institutions, from AI tutors and personalized learning paths to RAG knowledge bases and student support agents. Built with LangChain, LangGraph, and Qdrant.
LangGraph Tutors
RAG Knowledge Base
LangChain
Qdrant
Personalized AI
What We Build
AI capabilities built for education
Every system is designed to improve learning outcomes, reduce instructor workload, and scale personalized education.
AI Tutor & Learning Agent
LangGraph agents that adapt to each student's learning pace, knowledge gaps, and learning style. Asks questions, explains concepts, provides hints, and adjusts difficulty in real time. Provides personalized Socratic learning at scale, available 24/7 for every student.
RAG-powered knowledge base trained on your course materials, textbooks, and lecture notes. Students get instant, cited answers from your actual curriculum, not generic LLM responses. Built with LangChain and Qdrant, it dramatically reduces repetitive instructor questions.
RAG SystemLangChainQdrantCurriculum-Grounded
Personalized Learning Paths
Deep learning models that analyze student performance data, quiz scores, time spent, and error patterns to adapt content difficulty, recommend next topics, and identify knowledge gaps early. Every student gets a learning path optimized for their specific needs.
Deep LearningPerformance AnalyticsGap DetectionRecommendations
Student Support AI Agent
LangGraph agents that handle student inquiries about enrollment, deadlines, course requirements, and campus resources 24/7. Automates administrative workflows, reminders, notifications, and registration assistance, reducing burden on academic staff.
LLM-powered systems that generate quiz questions, practice problems, explanations, and study guides from your existing course materials. Built with LangChain, it creates varied, curriculum-aligned content at scale, reducing instructor content creation time significantly.
AI-powered analytics that surface insights from student performance data, identifying at-risk students early, tracking cohort progress, and predicting outcomes. Gives instructors actionable intelligence to intervene before students fall behind.
How does an AI tutor work without giving away the answers?
We build Socratic AI tutors using LangGraph state machines. Instead of simply generating answers, the model is guided by structured rules to ask probing questions, give small hints, identify the student's misconceptions, and encourage them to arrive at the solution independently.
Can the AI tutor be restricted to our curriculum?
Yes. Using Retrieval-Augmented Generation (RAG) with LangChain and Qdrant, the AI is grounded strictly in your provided textbooks, lectures, and guides. The model is explicitly instructed to refuse to answer questions outside the scope of your curriculum to prevent cheating or off-topic queries.
How do you handle student data privacy and compliance?
We implement FERPA-ready and GDPR-compliant architectures. Student data is processed in secure, isolated sandboxes. We scrub personally identifiable information (PII) before it is sent to any external model APIs and utilize local vector search indexing to prevent exposure.
Can the AI system integrate with our existing LMS like Canvas or Moodle?
Absolutely. We build LTI-compliant integrations that connect directly to major Learning Management Systems (LMS) like Canvas, Moodle, and Blackboard, allowing students to access AI tools directly from their course portals.
How does AI reduce the workload for teaching assistants (TAs)?
By handling up to 80% of repetitive questions regarding syllabus guidelines, grading policies, and standard course concepts. TAs can review query history dashboards and focus their attention on complex student requests.
What models do you use for education applications?
We use model orchestration to dynamically choose the right tool: lighter models (like GPT-4o-mini or Claude Haiku) for quick Q&A to keep latency low, and advanced reasoning models (like Claude 3.5 Sonnet) for custom feedback and tutoring.
Book a Free Consultation for EdTech
Ready to scale your learning platform? Book a free consultation with our AI software engineers to design your educational agents and RAG integrations.