According to Wikipedia [0], the development of the car concept went from 1649 to 1881. That's not exactly throwing random things and seeing what sticks. It may have not been systematic, but with the wealth of information and resources we have today, we can and should do better.

[0]: https://en.wikipedia.org/wiki/History_of_the_automobile