Nami ML provides a cloud-based platform enabling publishers to manage their mobile app points of sale and optimize in-app revenue by utilizing on-device intelligence. Its solution automatically learns behaviors that signal a propensity to purchase which improves the user experience by reducing extraneous marketing noise thus increasing customer satisfaction.