Stabilize 12V to 12V
This looks like a good target for a SEPIC or Buck boost converter, which can allow an output voltage higher, lower or the same as the input voltage 

Zener diode only limits the voltage. If the output is 11.6V, the zener diode will not do anything.

You didn't specify your current requirement, so its hard to give you a part as a starting point.