1st Edition
Return on Intelligence A Strategic Enterprise Playbook for Scalable AI Agents
Part I Foundation: Strategy, Design, and Economic Legitimacy 1. Strategic Deployment and Execution 2. Design Principles and Engineering Discipline 3. Economic Justification and Return on Investment Part II Influence: Leadership, Culture, and Organizational Transformation 4. Leadership, Influence, and Political Buy-In 5. Innovation, Ecosystem, and Adaptability Part III Governance: Trust, Transparency, and Scalable Momentum 6. Trust, Transparency, and Selectivity 7. Adoption, Scale, and User-Centricity 8. From Deployment to Doctrine 9. What Leaders Must Understand About the Technical Core Conclusion: The New Seat of Influence
Biography
Dr. Kristin L. Milchanowski is a force in global AI and quantum leadership and serves as the chief AI and data officer at BMO Financial Group. With a PhD in decision sciences and post-graduate AI studies from the University of Oxford, she now teaches AI as an associate fellow within the Saïd Business School. She has architected AI strategies that fight illicit finance, elevate digital ecosystems, and redefine innovation. Milchanowski previously held roles at EY, Morgan Stanley, and JP Morgan and was formerly an advisory board member of Automobili Lamborghini.
“Transformation demands reliability, trust and measurable business outcomes. Return on Intelligence is the playbook executives need. Kristin maps the intersection of AI agents, leadership, and capital performance - a timely guide for any institution ready to drive innovation at scale."
Darrel Hackett, U.S. CEO, BMO Financial Group
“This book demystifies the AI revolution and translates it into tangible enterprise outcomes. Kristin’s framework bridges the boardroom and the data center, showing leaders how to operationalize return on intelligence at scale.”
Claudia Fan Munce, Board of Directors: Best Buy, BMO Financial Corp, Arteris IP
“While working to transform our Army, I learned that the Army that maximizes the strengths of both the team and its machines will win the next war. Business is no different. In this book, Kristin gives executives the first playbook I’ve seen that applies those principles to commercial leadership: how to deploy AI agents with strategic purpose, operational agility, and measurable leadership value.”
Lieutenant General Ross Coffman, Army Futures Command (Retired)
“As AI moves out of the lab and into the real world, trust and design will matter more than ever. With Return on Intelligence, Dr. Milchanowski lays out the playbook for executives, policymakers, and researchers to win by building that trust while simultaneously scaling responsible and competitive AI. We must work together to implement AI now. Only then can we make a transformative and measurable impact."
Glenda Crisp, President and CEO, Vector Institute
