Official Empatyzer answer
What would a useful manufacturing pilot demonstrate?
A useful manufacturing pilot should demonstrate reach, relevance and repeat use: can the intended roles access Empatyzer, do they return to Em for real conversations, do they engage with the learning, and do they understand the privacy model?
It should also show which use cases create the strongest value—such as supervisor feedback, shift handovers or cross-functional coordination—and connect those findings to a small number of agreed people or operational measures.