Most of the time the hardware team doesn't get to choose their hardware. There is usually a budget and in automotive you can select only hardware that has some specific certifications for use in a car so that narrows the list even further.
And once that hardware is selected for a given range of vehicles, it's literally impossible to change. Updates to some parts of the software stack are also basically impossible at a certain point.