Yes, with a taxi you have total privacy as it will just be you and your travel companions, and your luggage will be safe in the trunk of the vehicle, whereas space for storing bags and for sitting can be limited on public transportation. Also, buses might drop you off very from your hotel or other accommodation, while taxis will take you to the front door of your destination.