Get some rechargeable enloops and keep them charged. I'd consider the lights to be a pretty crude indicator of voltage.
Rechargeable will keep their power up longer but when they run out they go pretty fast so don't push the envelope. They don't start out as high but hang in better. Almost all better TX are powered by NiXX rechargeable packs.