The biggest problem with LEDs has been that efficiency drops as the LED is scaled up in brightness.
Most likely they solved that by placing a very large number of smaller LEDs together in one bulb.
But it's not going to be easy to reduce the cost when you go that route.
The basic research of making a bright LED efficient has not been solved yet.