Milwaukee School of Engineering (MSOE) introduced a university‑wide framework that sets clear, comprehensive standards for integrating applied artificial intelligence (AI) into every academic program. The new Applied AI Integration (A2I2) Process ensures that every MSOE student—regardless of major—graduates with a strong foundation in applied AI and an understanding of how AI impacts their profession, industry, and society.   

MSOE’s A2I2 Process positions the university as a national leader in applied AI education, offering an adaptive model that integrates modern AI topics into existing curricula rather than relying exclusively on new standalone courses. 

MSOE’s new A2I2 framework ensures students graduate with a strong foundation in applied AI and have an understanding of how AI impacts every industry.

“At MSOE, we recognize that applied AI competency is essential for the next generation of leaders and innovators,” said Dr. Olga Imas, director of applied AI education. “These standards ensure that our graduates are not only fluent in the tools of today but fully prepared for the rapidly evolving technologies of tomorrow.” 

A2I2 is built around four core ideas: foundational knowledge, practical application, critical evaluation, and social responsibility. Together, these pillars aim to balance technical skill with ethical awareness. Programs earn A2I2 certification by demonstrating meaningful integration of these elements through updated outcomes, coursework, and projects.  

“The A2I2 framework guarantees that every graduate gains the practical skills, ethical grounding, and adaptive mindset needed to lead in an era where AI influences every industry,” said Dr. Eric Baumgartner, MSOE president. “This initiative strengthens MSOE’s position at the forefront of applied learning and underscores our responsibility to equip students to shape the future with confidence and integrity.” 

Developed by MSOE’s AI Steering Committee, the initiative positions the university at the forefront of applied learning—preparing graduates not just to use AI, but to lead responsible adoption in a rapidly evolving technological landscape.