Strategic partnerships Potential for collaboration with SUNY system and local nonprofits to deploy data-driven social support tools, leveraging UB's early warning and AI capabilities to expand sponsored research and training programs.

AI enabled training Opportunity to offer AI and digital health solution training, drawing on UB's Center for Translational AI and Digital Health and ongoing medical provider training initiatives to create revenue through workshops and certification programs.

Data infrastructure With existing tech stack including TensorFlow, PostGIS, and PeopleSoft, there is potential to provide managed analytics, data integration, and cloud hosting services for other higher education clients and research centers.

Educational innovation Leverage UB's expansion into flexible doctoral pathways and social studies curriculum collaborations to offer edtech platforms, LMS enhancements, and digital content partnerships.

Public sector outreach UB's focus on social justice and community services presents a channel for government or nonprofit sector contracts, such as housing stability analytics and Long COVID provider training programs.