If you want to start a social media agency, you must first become an expert in the operations and trends of the major social platforms. It will help if you have an active presence on social media yourself, so you can stay current on what works and what is currently popular. You'd probably start by focusing on small business clients who are too busy to manage their social media accounts and create social media marketing campaigns.
To see this working, head to your live site.