Health insurer rescopes AI benefits appeal writing

The author presents a four-question audit framework for product teams to evaluate whether adding AI features to enterprise software genuinely helps users. The questions examine total effort, comparison to current workflows, error catchability, and the long-term retention of human judgment. By applying this framework through a decision matrix, teams can scope additions, define necessary design conditions like provenance displays, and avoid automating tasks that ultimately degrade professional performance. Open article →