So I'm most familiar with using this in cases like machine learning on private data in cloud environments where you want to make it impossible for the cloud operator to see the data you are using.
I think there are usecases like this outside the mobile _phone_ that are interesting. For example on-device learning for edge devices where the device is not under your control.