DOI: 10.1017/pds.2026.10542 ISSN: 2732-527X

AI as a copilot: novice perceptions of expert support in early design for additive manufacturing

Florian Bahr, Pascal Schmitt, Kilian Gericke

ABSTRACT:

This exploratory study examines what forms of expert support DfAM novices need and how they perceive AI-based expert systems. The results show that cognitive orientation, transparent communication and reliable information are most valued, while social or emotional expert attributes play a minor role. The study derives requirements for explainable, trustworthy AI support tailored to the early needs of DfAM.

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