It depends on what you are responding to and whether it is one thing or two things that you don't have.
If someone said, "I don't have a dog," you could respond, "I don't have one either," or, "Neither do I." If someone said, "I have a dog and a cat," you could say, "I don't have either," or, "I have neither."