Make4A
AI research and adoption grounded in the world we live in.
We study how AI works, build applications around what we learn, and help organizations put them into use. Our focus is on the people, conditions, and responsibilities that shape adoption.
Research
Questions shaped by context.
Our research starts with the settings in which AI will be used: the work people do, the information available to them, and the consequences of getting a decision wrong.
Sports
Performance analysis, participation, and the decisions that shape sport.
Education
How AI can support teaching and learning, and how its effects should be assessed.
Healthcare
The reliability, oversight, and limits of AI in health-related settings.
Agriculture
How AI can support agricultural decisions across different production conditions.
Adoption
What helps people and organizations put AI into sustained use.
Finance
The use of AI in financial workflows, with attention to accuracy, accountability, and risk.
Adoption
Putting research into use.
Adoption involves more than choosing a model. We work with organizations to understand the task, assess the evidence, and decide where AI belongs. The people using a system—and those affected by it—are part of that work.
Explore adoption researchInitiatives
Research that leads to development.
Our initiatives connect research with development. This includes models and applications, alongside automations built around defined tasks.
Governance
How we approach responsibility.
Decisions about AI are also decisions about data, oversight, and accountability. Our approach considers what a system should do, where it may fail, and who remains responsible for its use.
News and events
A space for updates and discussion.
Updates from Make4A, alongside discussions and events on AI research and adoption.
No updates or events are listed yet.
View news and eventsWork with Make4A