Autoire is one of the "plus beaux villages" of France so definitely worth a visit. There are no fewer than 7 castles and many beautiful houses. Next to the church there is a restaurant with an outdoor terrace and beautiful views. South of the village there is a quite high waterfall that is highly recommended to visit.