Each person needs their own application and will have their own plan. Even when two people share a diagnosis or similar goals, their supports will be individual and that's the point of the scheme.
The applications can absolutely run at the same time, though. Much of the legwork overlaps: same forms, same evidence process, often the same professionals writing reports. If you're applying for two children, for example, you can gather evidence for both in the same GP and specialist visits.