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Elon University Intellectual Property
This flagship deployment is delivered for Elon University and remains institutional/client IP. Source code is maintained in private repositories for authorized partners only.
AI Platform
EdTech
Production
Elon AI — TUEL AI Platform
TUEL AI's flagship deployment at Elon University, built to deliver trustworthy, citation-backed learning support at scale.
Production Impact
47.2M
Tokens Processed
All-time production usage at Elon University
96%
Satisfaction
68/71 positive ratings (last 90 days)
0%
Error Rate
Across 420 all-time sessions
16+
Learning Tools
Flashcards, quizzes, concept maps
35+
Audit Actions
FERPA-grade governance
P95 < 2s
Retrieval Latency
Hybrid RAG pipeline
Full matrix: 100+ features across 13 categories.
Capability Highlights
- 7-layer prompt system with source citations and guardrails
- Multi-tenant isolation with Microsoft Entra ID RBAC
- Hybrid search (pgvector + keyword) with semantic caching
- Agentic workflows for student services and learning support
- Faculty controls for AI behavior and content boundaries
- Evaluation harness with RAGAS + LangSmith tracing
Architecture Stack
- Frontend: Next.js 15 + React 19 with Vercel AI SDK streaming
- Backend: FastAPI services with OpenAI, Claude, Grok, and Gemini routing
- Data: pgvector + Upstash Vector, Neon Postgres, Drizzle ORM
- Security: Entra ID SSO, row-level isolation, 35+ audit actions
- Ops: GitHub Actions CI, Playwright E2E + API test coverage
Outcomes & Reliability
- 60% reduction in support response time through RAG + routing
- 25% improvement in retrieval precision with hybrid search tuning
- Production reliability validated by pilot faculty usage
Related Elon Projects
Explore the broader Elon University AI initiative built alongside this flagship deployment.
Timeline
Started: January 2024
Status: Present