As artificial intelligence tools are rapidly being introduced into higher education, a new national survey finds that while experimentation is widespread, few institutions have moved beyond pilots to tailored strategies.
The study, conducted by T3 Advisory, is based on research across more than 30 universities and examines how institutions are approaching AI adoption across leadership, governance, workforce capabilities, and organizational culture.
The findings show a clear pattern: access to AI tools is no longer the primary barrier. Instead, agencies struggle with the coordination, decision-making structures, and human capabilities needed to scale AI responsibly.
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“What we are seeing is not a lack of interest or innovation,” said Audrey Ellis, founder and principal of T3 Advisory. “This is a leadership and coordination challenge. Most campuses are experimenting with pocket AI, but few are building the structures needed to move from experimentation to strategy.”
This research highlights several consistent themes, including the real hidden costs of AI adoption, widening disparities in faculty training, and the lack of a clear governance model to guide organizational decision-making.
“At Complete College America, we are focused on using AI to enhance student success and repair broken systems, rather than simply digitizing,” said Yolanda Watson-Spiva, president of Complete College America. “T3 Advisory is an important partner, gathering insights directly from the field and turning them into actionable, institution-ready insights. Their work with hands-on AI support in our conferences and collaboration with CCA provides campus leaders with clear steps, tested templates, and real-world examples to move from exploration to responsible implementation.”
In addition to the full report, T3 Advisory has released a set of practical frameworks and tools designed to help leaders turn research into action, including an AI adoption rubric and leader-focused guidance on training roles, prerequisites, and organizational readiness.
“As higher education responds to the rapidly evolving landscape of artificial intelligence, Embracing AI in Higher Education serves as an important roadmap,” said Antonio Delgado, vice president of innovation and technology partnerships at Miami Dade College. “It captures the diverse perspectives of institutional leaders and transforms them into actionable insights that will help us all responsibly and strategically implement AI to better serve our students and communities.”
The January research release marks the first step in T3 Advisory’s broader efforts to support universities in their AI-driven change journey. Additional engagement opportunities are now available, including self-assessment tools and a webinar series.
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