Your visibility filter on the component is probably not set to have it show on the mobile app. It should be set to "Device not equal to desktop" to show on mobile.
You should read through the Lightning App Builder Considerations article.
Component Visibility Rules
If a visibility filter assigns a component to “Device equals ...