Do you have the iPad set to go to sleep? Did you try turning off the sleep and leave the screen on and make the customer manually turn it off when done? Yea not great for battery life but the device should stay on and connected. 

 

This is one of the reasons why I always tell our sales team NOT to sell an iPad/phone as a control device for a video room. Its always an issue.