Football-o-Genetics is an application for "evolving" near-optimal offensive play calling strategies. The application incorporates ideas from both artificial intelligence (specifically, genetic algorithms) and advanced statistics (in the form of a Markov chain model of an offensive drive) to accomplish this end.