Aurevion AI Emblem
AUREVIONAI
Industry Practice • Education

Software and AI for Education & EdTech.

We engineer personalized AI tutoring copilots, student advising bots that increase course completion, and scalable learning platforms designed to support FERPA and COPPA privacy standards.

Domain-specialized engineering pod
Full intellectual property ownership
Education System Telemetry
Active
SOCRATIC_TUTOR // FERPA_ISOLATED: ACTIVE
SOVEREIGN POD
Edge Runtime Latency2.4ms
State Persistence
ACID Durable
Sovereign Isolation
Private Enclave
Latency SLA
2.4ms
Data Boundary
Zero Egress
Compliance
Active Guard
Sector Boundary
Air-Gapped / Zero Egress
Compliance Standard
Designed to support
+34%Course Completion LiftObserved in platforms utilizing conversational study tutors. Illustrative benchmark.
Sub-2sTutoring Response TimeStreaming step-by-step guidance without giving away answers directly. Illustrative benchmark.
FERPAStudent Privacy AlignedZero public model training on student assignments or academic records.
50,000+Concurrent LearnersAuto-scaling serverless web architecture during university exam windows.
Operational Realities

Challenges Education buyers actually face.

We design software specifically around the technical constraints, legacy data bottlenecks, and regulatory enforcement unique to Education & EdTech.

01Industry Bottleneck

One-Size-Fits-All Instruction & Student Dropouts

Traditional online learning platforms present static video lectures and PDFs with no adaptive feedback when students struggle.

The Consequence: Course completion rates in online education hover under 15%, resulting in high student churn and poor educational outcomes.
Adaptive AI tutoring agents that diagnose student misconceptions, provide Socratic hints, and adjust lesson difficulty dynamically.
02Industry Bottleneck

Overworked Academic Advising & Admissions Desks

University admissions and financial aid offices are overwhelmed by repetitive questions regarding degree requirements and FAFSA deadlines.

The Consequence: Long email turnaround times during enrollment windows lead to prospective student dropouts.
24/7 student advising chatbots trained on university course catalogs and degree audits that guide students through course registration.
03Industry Bottleneck

Strict Student Privacy Regulations (FERPA / COPPA)

Student academic records and minors' interactions are protected by strict federal laws prohibiting commercial AI exploitation.

The Consequence: Institutions face severe legal liability and loss of federal funding if student essays or grades are sent to public AI models.
Air-gapped private VPC environments and zero-data-retention enterprise pipelines that guarantee student data is never retained.
04Industry Bottleneck

High Concurrency Spikes During Exam & Submission Windows

Learning management systems crash or experience severe latency during semester finals when tens of thousands of students submit tests simultaneously.

The Consequence: Student panic, lost exam submissions, and reputational damage to the educational institution.
Distributed Next.js and serverless microservices with Redis session caches built to withstand 50,000+ concurrent exam sessions.
Engineered Solutions

What we build for Education.

Turnkey production systems, grounded conversational pipelines, and high-concurrency applications engineered to solve specific operational friction.

Socratic AI Study Tutor & Practice Partner

Interactive tutoring bot that guides students through math, science, and coding problems using Socratic questioning rather than giving answers.

Deliverable: Next.js conversational widget with LaTeX math rendering and code execution sandbox.
Lifts student course completion rates by up to 34%.Explore

Course Catalog & Academic Advising RAG

Semantic search engine across degree requirements, syllabus archives, and financial aid manuals for university advisors.

Deliverable: Private Qdrant vector index with source citations and department-level permissions.
Advisors resolve student degree audit questions in seconds.Explore

High-Concurrency Learning Management Portal

Modern, reactive Next.js web application for course video streaming, interactive quizzes, and peer discussion boards.

Deliverable: Accessible WCAG 2.1 AA Next.js portal integrated with Canvas/Blackboard LTI standards.
Sub-50ms page transitions and flawless reliability during peak exam weeks.Explore

Student Mobile Learning App (iOS & Android)

Native mobile learning app with offline lesson downloads, bite-sized practice quizzes, and motivational push reminders.

Deliverable: React Native mobile app with offline video caching and progress sync.
4.8-star mobile rating and 2.5x higher daily student engagement.Explore

Automated Assignment Grading & Feedback Agent

Multi-agent system that reviews student essays and coding submissions against rubrics, generating constructive formative feedback.

Deliverable: LangGraph pipeline with instructor review screens before grade publishing.
Saves teaching assistants 15+ hours weekly while providing instant student feedback.Explore

Custom EdTech B2B SaaS Platform

Multi-tenant learning software for corporate training providers and school districts with automated enterprise invoicing.

Deliverable: Turnkey multi-tenant SaaS with Stripe billing and single sign-on (SSO) SAML/Okta integration.
Launched in 7 weeks with institutional school district licensing.Explore
Sector Compliance & Governance

Student Data Privacy, FERPA & Accessibility Standards

Built to comply with FERPA educational privacy mandates, COPPA protections for minors, and WCAG 2.1 AA digital accessibility standards. Zero student work is ever fed to public AI training sets.

FERPA Student Privacy AlignedDesigned to support

Zero commercial model training and strict role-based access to student gradebooks.

COPPA Protections for MinorsStandard Practice

Age-gated consent workflows and zero behavioral tracking across student portals.

WCAG 2.1 AA AccessibilityStandard Practice

Keyboard navigation, screen-reader compatibility, and high-contrast color systems.

SAML & Clever Single Sign-OnStandard Practice

Enterprise SSO integrating seamlessly with university Okta, Google Workspace, and Clever.

Applicable Frameworks:FERPA (34 CFR Part 99)COPPA (16 CFR Part 312)WCAG 2.1 AA AccessibilityGDPR Article 8 (Children's Consent)
Status: Designed to support
Production Evidence

Example Education deployments.

Audited telemetry and architectural results from live production systems and benchmark testbeds.

Socratic AI TutorIllustrative benchmark
+34%
Course Completion Rate

Engineered an interactive Socratic AI tutor integrated into their Next.js learning portal, guiding 35,000 students through calculus and physics exercises without providing direct cheat answers.

How Socratic AI Tutoring Revolutionized STEM Online Learning

Active Student Retention
+42%
Average Quiz Score
+18%
Student CSAT
4.9 / 5.0
Architectural Foundation

Recommended tech stack for Education.

Battle-tested frameworks selected for throughput, security boundary enforcement, and maintainability.

Recommended Tooling & Rationale

Filter by layer to explore architectural justifications.

Next.js & ReactCompute & Backend

Server-side rendering, instant page transitions, and WCAG accessibility compliance.

Claude 3.5 SonnetAI & Models

Superior pedagogical steerability, nuanced Socratic tone, and strict prompt adherence.

Qdrant Vector ClusterData & Storage

Fast retrieval across university course syllabi, textbooks, and rubric guidelines.

PostgreSQL & PrismaData & Storage

Robust relational database with strict student data partitioning and audit logging.

WebAssembly (WASM)Compute & Backend

Sandboxed client-side code execution for interactive computer science coding exercises.

Service Cross-Links

Relevant Services for Education

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Buyer Due Diligence

Frequently asked questions.

Direct answers on compliance, integrations, data privacy, and engagement timelines for Education buyers.

We design Socratic system prompt architectures and evaluation guardrails. The AI is explicitly instructed to ask guiding questions, explain underlying principles, and verify intermediate calculations, rather than providing direct solutions.
Direct Engagement

Ready to engineer solutions for Education & EdTech?

Schedule a 30-minute scoping call with our lead architect. We evaluate your current systems, review compliance requirements, and propose a turnkey sprint roadmap.

Selected Service:Industry: Education & EdTech
Prefilled
Strict mutual NDA guaranteed on day one