Deployment proof
Live university evidence for institutions evaluating TUEL
TUEL uses case studies as buyer proof, not as decorative marketing. Start with the Elon University deployment to review what academic signal, faculty control, and operational oversight look like in practice.
Academic outcomes
94% exam averages among engaged weekly users and r = 0.32 correlation with performance.
Voluntary adoption
88% of students chose to use the tutor without being required to.
Operational telemetry
622 sessions, 72.2M tokens processed, and 2% error rate.
Institutional fit
Faculty controls, course-grounded verification, and deployment oversight that a real institution can review.
Featured case study
First verified deploymentSpring 2026
Elon University
A live TUEL-powered rollout showing that course-grounded tutoring, faculty control, and operational oversight can hold up in production.
202 active users88% voluntary adoption94% avg exam score2% error rate