While the ESP8266 would save some power, the Pi reportedly uses around 0.7W with a USB Wifi adapter, or around 6KWh/year -- so would cost less than a dollar a year to operate. So he wouldn't save huge amounts of power.
http://www.jeffgeerling.com/blogs/jeff-geerling/raspberry-pi...