The number of bidders and how closely related they are can affect the chances of overpaying in an auction. The more bidders there are, the higher the risk of overpaying, especially in auctions where bidders are connected in some way. It's important to consider both the number of bidders and their relationships when deciding how to run an auction to avoid overpaying.