AI-generated food images matched real food images in perceived healthiness and estimated calorie content but were rated as less realistic and elicited lower willingness to eat. A subset of hyperrealistic AI images received stronger appetitive ratings, suggesting that perceived realism may shape how synthetic food imagery is evaluated.