ABSTRACT How can we design effective urban visualizations in aug- mented reality when there are large numbers of points-of- interest (POIs) to display? We present three issues we have encountered as we tackle this problem in our own research: inadequate support for browsing, limited visual real estate, and minimal use of abstraction.