Online auctions are popular for shopping, but traditional bidding strategies don't consider competition. A new automated strategy predicts auction prices and selects the best ones to bid on, maximizing expected surplus. In simulations, this approach outperformed early and last-minute bidding, extracting significantly more expected surplus.