What problems does the Abstract Factory design pattern solve?

The intent of the Abstract Factory design pattern is to

"Define an interface for creating families of related or dependent objects without specifying their concrete classes." [GoF]

This is a short statement of what the design pattern does (solution), but it isn't clear what particular design problems it solves.