The distance between active sites on a catalyst surface can greatly affect the reaction mechanism. For instance, if active sites are too far apart, the intermediate species formed during the reaction may not efficiently transfer from one site to another, leading to a slower reaction rate. Conversely, if the active sites are too close, they may interfere with each other, reducing the overall catalytic activity.