Security panel automatically arms-away

Whenever I arm-stay my security panel from the surety alarm.com app, the system automatically switches to arm-away a few minutes later. What could be causing this?

This can happen on a DSC Powerseries NEO and means that the system does not have any Stay only zone types programmed. See the thread below: