There is a lot of variaety in the way people run. Most shows you buy in, say, footlocker are designed for maybe 20% of the population. The other 80% need something different.
Gait analysis examines your biomechanics and determines what kinds of shoes you need. It is very helpful for prevention of injury and pains when you run. It also makes running more comfortable.