With its approximately 140,000 residents, Ingolstadt, Audi’s headquarter city, is well suited as a “laboratory” for traffic flow on the roads, as traffic here has four wheels: for historical reasons there are many automobiles and buses here, but no subway or trams. These conditions apply in many medium-sized cities in different countries.