Interfaces and workflows that make AI a clearer collaborator: showing progress, preserving context and keeping consequential decisions understandable.
Research direction · Work in progress. Datanito publishes claims as results only when the evidence supports them.
When does persistent context help, and when does it create confusion?
Which approval patterns preserve speed without hiding responsibility?
We prototype interaction patterns inside Datanito products and evaluate whether people can understand, correct and confidently continue the work.