Also, models are most interesting on the boundaries where they fail.
Take for example Lord Kelvin's model of thermal conduction in a solid Earth. He used it to incorrectly predict the age of the Earth, but if he had taken that failure to heart he could have used it to predict mantle convection and plate tectonics.