Case Studies

Measured outcomes from real classrooms

How universities deploy MiaCortex to scale personalized CS tutoring — without compromising academic integrity.

Southeast Asia University (Pilot)

A semester-long pilot comparing Socratic AI tutoring with direct-answer AI assistance in an Introduction to Data Structures course.

+18%

Transfer-task accuracy

92%

Weekly active learners

−23%

Average time-to-concept

6 hrs/wk

Instructor hours saved

We partner with universities on semester-long pilots with embedded measurement. Let’s discuss your course.