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AI-Driven Campus Energy Optimization at Florida State University

Last Updated: 03/24/2026

Case Organization

Florida State University

FSU, designated a preeminent university in the state of Florida, is one of the most respected research and learning institutions in the country.

https://www.fsu.edu/

Tallahassee, FL 32306

101-500

Case Contributors

Educator Test Account

@ Cap Source Technologies for 2026 year(s)

Case Disciplines

Artificial Intelligence & Machine Learning Mechanical Engineering

Skills & Expertise

AI Technology Evaluation Data Analytics Energy Consumption Analysis Executive Presentation Design Financial Modeling Mechanical System Integration Python Risk Mitigation Stakeholder Engagement Strategic Planning Sustainability Strategy Development.
Background & Objective

The challenge or opportunity you are trying to address for the organization.

Florida State University operates as a leading educational institution with a multifaceted revenue model that includes tuition fees, government funding, donations, and research grants. Its competitive moat lies in its strong brand reputation, comprehensive academic programs, and commitment to research and innovation. In the market, FSU is perceived as a forward-thinking institution that embraces new technologies to enhance its educational offerings and operational efficiency. The broader industry landscape is shaped by several macro trends, including increasing regulatory pressures on sustainability, rapid advancements in AI and ML technologies, and a growing emphasis on sustainable practices in higher education. Universities are under pressure to reduce their carbon footprints while maintaining the quality of their services, and FSU is no exception. Technological change presents both opportunities and challenges as institutions strive to keep pace with evolving AI capabilities and integrate them into their operations. This moment is strategically important due to several recent developments. The increasing cost of energy and heightened awareness of climate change have made energy efficiency a critical priority for FSU. Additionally, advancements in AI and ML technologies now provide viable solutions for optimizing energy management. The cost of inaction could result in higher operational expenses and missed opportunities to enhance FSU's sustainability credentials.
Learning Objectives

This is what students will learn as they complete the case.

This case immerses students in a dynamic intersection of AI technology and sustainability at Florida State University, challenging them to deliver innovative solutions for energy efficiency. The strategic stakes are high, demanding a robust application of technical and analytical skills in a real-world context.

  • Analyze FSU's current energy consumption patterns to identify inefficiencies.
  • Evaluate AI and ML technologies suitable for optimizing campus energy management.
  • Design an AI integration framework that aligns with FSU's sustainability goals.
  • Develop a financial model projecting the impact of AI-driven energy optimization.
  • Synthesize pilot program insights to refine AI solution implementation strategies.
  • Recommend a comprehensive campus-wide AI integration strategy for energy efficiency.
Key Action Items

These are activities and action items you might want to complete in order to achieve the expected outcomes.

Milestones
Milestone #1
Guiding Questions
Deliverable
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Milestone #3
Guiding Questions
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Milestone #4
Guiding Questions
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