What's best can only be decided between you and your soon to be husband.
Talk to him about what he wants to do.
If he's willing to adopt it's probably just as easy to get a step parent adoption through the court at this point as it is to just change the child's name.
And, frankly, it's up to him whether the child carries his name, all you can do is ask.

