Try going to the "Technical Information" section of Energizer's website and looking at the battery datasheets, which contain runtime graphs of alkaline AAs and lithium AAs. Look at the "digital camera" graphs for lithium and alkaline AAs. These graphs show that, at 1 amp of current drain, the alkalines will last approximately forty minutes until the voltage drops to 1.0 v, while the lithiums will last about 160 minutes. On the other hand, on the "remote control" test, which is based on intermittent use a low-drain device, the alkalines last 50 hours until they drain to 1v and the lithiums only last 45 hours.
As I understand it, this is due to the high "internal resistance" of alkaline batteries. This concept of internal resistance is based on modeling a battery as a voltage source and a resistor. Due to their battery chemistry, alkalines have higher internal resistance than lithium, ni-mh or ni-cads. In fact, for some applications (like flash photography) the effect is so great that you will get better runtimes from an old ni-cad AA than from an alkaline AA. (although ni-cads have low capacity, they have the lowest internal resistance of common battery chemistries).
BTW, alkalines are great for some flashlights if you are interested in long run time. Due to their high internal resistance, when used in direct drive or resistored LED lights, they tend to dim faster but last much longer than ni-mh or lithium cells. On the other hand, if you're using a regulated circuit or want max brightness, use lithiums or ni-mh.