You can switch between companies if you are a member of more than one company. You can access the company based on the role assigned to you for that company. For example, you can be a Developer in one company and Company Admin in another.
Dashboard shows the list of associated companies on the top pane. To switch companies, click your company name and select the company that you want to switch to.