Don't use manual EV mode, it is really just for moving your vehicle on/off your driveway etc.
The ICE will always fire up quickly, especially when cold.
The trick is getting better economy is to get up to speed, say 40 mph, lift off the throttle so the car switches to EV mode and then lightly press the throttle to maintain speed without needing the ICE to restart.