THere are good vidéo sur on YouTube showing the difference between a 100$, 1700$ and 7000$ bike
between 100$ and 1700$ there was a 20% speed difference for a 40 miles course
between 1700$ and 7000$ there was a 10% speed difference
so I guess the more you spend the faster you go but the slope of improvement tappers off around 1500$