This sounds like a good goal for you, and 12 easy miles with a long break in the middle sounds fun for you both.
But, the only way you will know how he is going to handle it is to start conditioning for the ride & see how he does.
What are you using to bring his weight up? Adding some fat to his feed works really well & doesn't make the horse "hot" so the weight stays on.