The guy with the Ferrari would still outrun you and offer you a new price, with a margin just enough for them to be profitable, yet not substantially large as to talk you out of the deal altogether.
The situation I'm describing is literally what happens in the real world. If a large trader wants to buy a big block of stock such that he can't fulfill the order on a single exchange he has to be pretty careful about how he executes the trade or the market will move against him. As soon as he purchases all the stock at the market price on a single exchange those selling stock on other exchanges will raise their prices.
It's very important to understand this. The price doesn't (generally) rise on other exchanges because someone swoops in and buys up all the supply. It rises because the people who were selling in the first place change their offers.
You should instead send 4 or 5 trucks to each location and buy the available milk, the guy in the Ferrari cannot outrun you because you're already there, and your order filled before he even got there.
Now imagine that you have at your finger tips a giant constantly updating database to the nearest millisecond about how much milk there is at every grocery store, but you still decide to take out a front page ad and announce your plans in advance, instead of breaking up your order into multiple parts and sending each to its own store. If you did this, everyone would laugh at you like they are at IEX and Capital Group.
In reality, this occurs i the stock market because the "national market" consists of something like 15 different exchanges in a big distributed system, so there are race conditions. HFT market makers trade on all of the exchanges, and adjust their prices based on trading demand seen from other exchanges. They spend a lot of money on fast networks between the exchanges, so that they can be/beat the proverbial ferarri. But synchronized trades a la tgemilk trucks or Katsayuma's "Thor" cannot be raced against.
IEX is intended to partially commoditize the Thor approach: take the advantage away from the grocers (HFT, market makers) and give it to the big milk buyers (institutions like hedge funds and pension funds). Retail trading is not affected one way or another.