Disclosed are various embodiments for managing voice-driven application. In one embodiment, among others, a system includes a computing device and program instructions. The program instructions can cause the computing device to receive a request to initiate an application proxy service. The program instructions can cause the computing device to authenticate the request based on an access token. The program instructions can cause the computing device to initiate an application proxy service session with a second computing device, where the second computing device provides input data to the application proxy service. The computing device can also initiate an application session associated with an application service, where the application proxy service provides the input data to the application service. The computing device also can apply a compliance policy as data is communicated between the second computing device and the application service.