If you take the idea of a capacitor e.g. storing energy in the form of an electric field and extrapolate to the atomic/molecular level you go full circle and end right back up with the lowly chemical storage battery.
The lowly chemical storage battery is slow to charge and slow to release energy into the load.
The capacitor is relatively fast at both.................