A broken escalator and an empty shelf gave a former investor his first clue. A decade later, the more revealing story is how Eric Kinariwala learned to build a company as carefully as a product.

He began with five ideas, no fraud expertise and a stubborn belief that software could learn. Fifteen years later, Sift's founder is making a different case: the hardest system a leader has to debug is the one inside the room.