I think you'd have to work that out in advance. In other words, the primary buyer would allow people to "sign up" to buy each part, with the highest bidder winning out.
The bigger issue I'd be worried about would be folks committing to buy and then backing out. I (and Marlin and others) have first hand experience in what happens when "I'm in!" suddenly turns into "Oh man, sorry, I changed my mind."