A smart mega-firm seeking a new location will organize an auction in which cities bid against each other for the prize of getting the firm. The value of the prize is the gains from agglomeration that will accrue to the city from the new cluster. New research that compares cities that win these auctions with those that lose confirms that these gains are real.