Look up and take in Kingdom Centre, one of the most striking buildings in the area. See if it's possible to go to the top and watch the world go by from way above.
To explore this architectural wonder, make tracks to Al Olaya District. There are lots of other worthwhile attractions in this area, including Kingdom Tower, Ministry of Interior, and King Saud University.