I got a MiniMag LED flashlight from WallyWorld recently for $25. It puts out a goodly amount of light from 2 AA batteries. It is a single chip LED.
I have 2 older MiniMags with LED conversions that are not nearly as bright, but then those conversions are several years old and LED technology is advancing rapidly. Those are both 3 round LED sets.