Supercap compared to a battery
I would say, anything that you would consider a coin cell battery for you can "start" to consider a supercap.

The other aspect is that in devices that need current in spurts (like a wireless transmitter), you can use a supercap to provide the short bursts of power needed and then slowly charge them back up from your battery. This method extends the life of your battery.