Resource library
Insights for institutional AI teams evaluating TUEL
This is where TUEL explains how verified AI, course-grounded delivery, and institutional review fit together for higher-ed buyers. Use these articles as supporting material for faculty, IT, and procurement conversations.
Case StudyMarch 22, 20269 min read
Elon University's results after one semester with AI-powered course tutoring
Objective data from Dr. Mustafa Akben's business courses at Elon University: 80%+ voluntary adoption, 90%+ exam averages among engaged weekly users, and the strongest correlation between AI tutor usage and exam performance.
Why this matters to buyers
- Share role-specific context with faculty, IT, and academic leadership before a demo.
- Use written proof to support procurement, security, and governance review.
- Keep the TUEL story grounded in verified deployment evidence instead of generic AI claims.
ComplianceMarch 20, 202610 min read
How to Deploy FERPA-Compliant AI Tutoring at Your University
The 5 requirements your AI tutoring deployment must meet to satisfy FERPA, with a vendor evaluation checklist for procurement teams.
Read articleProductMarch 18, 20267 min read
Why Generic Chatbots Fail in the Classroom — and What to Use Instead
Generic LLMs like ChatGPT and Gemini were not built for course-specific tutoring. Here are five reasons they fall short and what universities should deploy instead.
Read articleIndustryFebruary 5, 20268 min read
The Higher Education Technology Paradox: Why More Tools Aren't Solving the Crisis
Why higher education technology isn't reducing faculty burnout or student disengagement—and the AI infrastructure provosts need instead.
Read articleCase StudyDecember 20, 20254 min read
How Elon stood up TUEL-powered tutoring for Spring 2026
December 2025 implementation note: how Dr. Mustafa Akben stood up Elon AI tutoring in his business courses ahead of the Spring 2026 semester.
Read articleProductJanuary 15, 20253 min read
Introducing TUEL: Verified AI for Learning
TUEL is Trusted Unified Education & Learning. Verified AI for higher education, grounded in your course materials.
Read articleProductJanuary 10, 20255 min read
How Source Citations Preserve Academic Integrity in AI Tutoring
Why verifiable citations matter for educational AI, and how TUEL ensures every AI response can be traced back to course materials.
Read articleComplianceJanuary 5, 20257 min read
FERPA Compliance in Educational AI: What Institutions Need to Know
A practical guide to FERPA requirements for AI tutoring systems, including data handling, vendor agreements, and audit requirements.
Read articleWant the institutional walkthrough instead of another article?
We can show how TUEL maps to your courses, governance model, and rollout sequence.