Ice Cap Battery Backup

The directions on the battery backup note an indicator light that blinks a certain number of times, which correlates to remaining life of the battery. Am I correct to assume the light that blinks in not on the battery itself, rather on the AC plug? I see no other lights anywhere.

Thanks