Assuming a constant cost per bid, given that every time you put in a bid you lose money, and the site owner can always get a guaranteed win, you need to minimize the number of bids you make:
Optimal number of bids is 0. Since we're constrained to play, bid once. (It doesn't matter when, you won't win).