The bidding up is exactly why Zillow lost money. Algorithmic house buying suffers from the winners curse. When Zillow thinks they are getting a good deal, there are usually extenuating circumstances that are apparent to local buyers which cause them to not bid up the price. That and the iBuy program was expanded way beyond the original scope.