An IEC technique is described for a multi-objective search of conceptual solutions. The survivability of solutions is influenced by both model-based fitness and subjective human preferences. The concepts' preferences are articulated via a hierarchy of sub-concepts. The suggested method produces an objective-subjective front. Academic example is employed to demonstrate the proposed approach.