Human trust signals

Expert oversight had negative willingness-to-pay across all analysed user profiles. The study interprets human oversight as a baseline safety feature rather than a paid premium add-on. Physician endorsement and in-person follow-up may already provide enough human assurance to reduce the value of separately priced oversight. Embedding expert oversight as a core non-priced feature may support adoption better than selling it as an add-on.