Predictions about how products spread are usually based on the assumption that a few early adopters encourage an increasing number of people to start using the product. This assumption has largely been true of new technologies. But our research on phones, cars, and apps shows that when a product is not new but instead updates or replaces an existing product (which we call replacement innovations), the growth curve is very different, and managers making estimates around exponential growth are setting unrealistic expectations.