Methods, systems, and apparatus for enhanced comfort prediction. A
system includes one or more external databases connected through a network to a vehicle. The vehicle includes a navigation unit for obtaining navigational map information, one or more sensors that monitor an environment of the vehicle, a memory to store a
route history, a plurality of comfort adjustable vehicle components and an
electronic control unit (ECU) that is coupled to at least the navigation unit, the one or more sensors, and the plurality of comfort adjustable vehicle component. The ECU may determine a predicted
route set and one or more predicted ride interruption
event based on the navigational map information, vehicle information and a
route history. The ECU may detect a ride interruption event and send a first
signal to the first comfort adjustable vehicle component to have the first comfort adjustable vehicle component operate in an enhanced comfort mode.