At the recent Selenium Conference, Test.ai (a startup doing "AI-Powered Test Automation") announced that they open-sourced one of their Machine Learning models as a plugin for Appium, which is a popular test automation tool for testing mobile apps. In this article I explore what Test.ai's Appium plugin does, how it works, and how well it performs (in terms of accuracy).