Useful collaboration starts with a clear relationship between what a person decides and what software can do. The interface should make that relationship visible.

A clear division of responsibility

An AI tool can help gather context, organize information and suggest a next step. People need to understand the scope of that help before deciding whether to rely on it. A clear task boundary makes collaboration easier to assess.

Make the work visible

Show the information behind a suggestion, the action being proposed and the questions that remain open. Give people a way to inspect the work without forcing them to reconstruct every step.

Keep decisions reversible

A draft, a preview and an opportunity to revise can make a capable tool easier to use. The point where a suggestion becomes an action should be clear, especially when that action affects other people.

Questions to explore

Where does a person need to intervene? What context helps them decide? A useful prototype makes these questions concrete by focusing on one decision and the information around it.

An exploration of the principles behind our approach to software, AI and design.