…structure costs, scale of network required, and size of training data required) than social graphs. Any consumer platform can now manufacture a social graph simply by connecting to its users’ address books, making this previously highly differentiated asset something any company, big or small, can build with a few lines of code and an effective go-to-market strategy. However, having a highly effective recommendation engine is an engineering feat that only the scale…