Deep domain knowledge and expertise is essential. Until you actually work at the coal face in a given industry you don't know the complexity nor the opportunities for improvements. Talking to the workers is good, but you never get the complete picture.
For example, for architectural 3D modeling software, the operating the software is being the architect who visualises, designs and refines the building's design.