When New Orleans Police Detective Danny Baxter stops a brilliant thief from getting away with a multi-million-dollar heist, the thief's girlfriend is accidentally killed. After escaping from prison, the criminal mastermind enacts his revenge, taunting the cop with a series of near-impossible puzzles and tasks - the 12 rounds of the title - that Baxter must somehow complete to save the life of his fiancée.