Incrementality tests serve as educated starting points, or priors, in marketing mix models (MMMs) to improve accuracy in measuring the impact of marketing channels. By utilizing a robust database of over 2,000 tests, marketers can input informed priors that enhance model reliability, particularly benefiting new brands with limited sales history. This approach helps distinguish correlation from causation, ultimately refining the understanding of marketing effectiveness.