On server 2012, you will need to install printer services to be able to manage the printer centrally.
This is an overview of Print and Document Services, including Print Server, Distributed Scan Server and Fax Server in Windows Server 2012.
Before installing Print and Document Services in Windows Server 2012, consider the Printing and Scanning scenarios that your organization will benefit from and what kind of advanced features are required.
There is a great Technet FAQ about the services in windows server, and how you choose to implement it depends on your environment and goals.