Functionally, how much does brand matter when choosing a bike?

Trek, Cervelo, Giant, Pinarello, Cannondale, Canyon, BMC, Felt, etc..

Lets say you have $4,500 to spend on a road-bike what difference does the brand make?

At a certain price point most brand probably sell a similar bike so, how much difference does the name on the side of the bike make?