Case Study
How Elon University achieved 94% exam scores with AI tutoring
Spring 2026 — Dr. Mustafa Akben deployed TUEL AI across his business courses. 88% of students voluntarily adopted the platform within one semester.
- Active users
- 202
- Voluntary adoption
- 88%
- Avg exam score
- 94%
- Correlation
- r = 0.32
The problem
Dr. Mustafa Akben, Director of AI Integration and Assistant Professor of Management at Elon University, wanted to give students 24/7 AI tutoring — but existing tools had a fatal flaw. Generic AI chatbots aren't grounded in course materials. Students get plausible-sounding answers with no way to verify them against the textbook. For a professor who publishes research on learning outcomes, that wasn't acceptable.
The solution
Mustafa partnered with TUEL AI to build course-specific AI tutors that are grounded in his syllabi and textbooks. Every AI response cites the exact page it came from. Students can click to verify. Faculty control AI behavior per course through model profiles and feature toggles.
- Course materials uploaded and indexed — syllabi, textbooks, lecture notes
- Every response cites specific pages students can verify
- 16 interactive learning tools beyond chat — flashcards, quizzes, concept maps, simulations
- Socratic teaching method built into the AI — guides, doesn't give answers
- FERPA-compliant with row-level tenant isolation
The results
- 88%voluntary adoption
- Students chose to use the AI tutor without being required to
- 94%avg exam score
- Students engaging 1-3 hours per week on closed-book exams
- r = 0.32
- Highest individual correlation with exam performance of any study method
- #1predictor
- AI tutor usage beat textbook review, study groups, and notes in predicting exam performance
Testimonial
“What stood out to me most is that 88% of my students voluntarily used the Elon AI Tutor as part of their study routine. It is encouraging to see that when AI is integrated ethically and responsibly with pedagogy at the center, it can produce a net positive impact on students' learning.”
Timeline
2024
Concept development: Mustafa identifies need for course-grounded AI tutoring
December 2025
Elon AI Tutor launches for spring 2026 semester
Spring 2026
202 active users, 88% voluntary adoption, 94% exam averages
Next
Multi-course expansion and research publication
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