Stanford HAI and Google DeepMind invited computer and management science researchers worldwide to submit paradigm-shaping research that will influence the future of collaboration within organizations.
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AI is transforming how we work, make decisions, and collaborate. Legacy paradigms are colliding with new technologies. But while our tools are evolving fast, our organizational models are overdue for reinvention.
Stanford HAI and Google DeepMind issued a global challenge in 2025. We invited the world’s brightest academic minds to imagine how AI can unlock new forms of leadership, coordination, and collective intelligence.
More than 200 teams of faculty and PhD students from 156 universities responded. The winning team received $100,000 and the chance to implement a study in Google DeepMind’s offices.
Read about the winning team and finalists
Inspired by the diverse array of submissions and frontier AI research from Google DeepMind, this research primer provides a panoramic view of the work happening at the intersection of computer and management science.
Download Organizing Intelligence






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Learning the Grammar of Coordination with Generative Transformers
We are deeply grateful to the industry experts and academic scholars who lent their time and expertise to our judging panel:
Andy Song, Sr. Director Frontier AI Global Affairs, Google DeepMind
Anita McGahan, University of Toronto, Strategy
Chris Watkins, Org AI Solutions Lead, Google DeepMind
James Evans, University of Chicago, Sociology & Data Science
Lorrayne Bennett, Sr. Director of Org Engineering & Innovation, Google DeepMind
Nik Stewart, Sr. Technical Program Manager, Google DeepMind
Rebecca Karp, Harvard Business School, Strategy
Robert Sutton, Stanford, Management Science & Engineering
Sameer Srivastava, UC Berkeley, Business Administration and Public Policy
Samuel Albanie, Staff Research Scientist, Frontier Safety, Google DeepMind
Simon Bouton, Chief Experience Officer, Google DeepMind
Tristan Botelho, Yale School of Management, Org Behavior





