i use relatively cheap recharable AA batteries, they start out at about 2500mAh, but after 18-24 months use in things like tourches, radios, camera they're normally down to about 1500mAh, this is sadly too common after about 50 charges.
with things like CR123As i've found that all too often the power tails right off, very quickly, so for my airsoft tourch (which is designed to be blinding) i tend to use dry cells. But as i normally get through about 3 sets a year, its hardly a problem. They do work fine in the lasers thou.