If you don't have a channel yet, it's easy to create one. In Telegram, find the New Channel button.
Make sure the channel is set to Private. There's no need to share the channel's permanent link, the InviteMemberBot will take care of this. To finish hit Done.
Done! Here is how our new channel looks like: