Who owns the work when AI helped?
In a collaboration with the Artificiality Institute, ARIA researchers surveyed 41 heavy AI users to find out
Respondents locate ownership in the judgment they exercised, not in who produced the artifact. Ownership was reported most strongly for work they could not have produced alone, and withheld most often for work they could easily have done themselves.
The survey asked each person for one AI-assisted task that “felt very much like yours” and one that “did not really feel like yours,” then asked directly what made the difference. Three patterns hold across the free text. First, ownership follows effort spent evaluating and reshaping output, and it collapses when the person cannot evaluate the output at all. Second, tasks people disown are usually short-form writing in their own voice (emails, LinkedIn posts, captions, a conclusion) where AI’s voice mismatch is audible, or chores they never wanted. Third, a non-trivial minority rejected the owned/not-owned framing altogether, and their reasons are themselves a finding.