As a photographer the LED is great, it gives in the main the red, green, blue output expected from daylight. And nearly all my home is illuminated with LED. However as far as lumen per watt, LED and fluorescent are nearly the same.
So to move from tungsten to LED, one 100 watt tungsten has been replaced with 8 x 6 watt LED. So moving to LED has reduced the power used by half. But the claims are well in excess of 50%, and this is compared with tungsten.
The compact fluorescent lamp CFL was a failure, we got 11 watt units to replace 100 watt, but in real terms it was a failure. And the fluorescent did not work well to being folded so the CFL was a failure since day one.
There are exceptions, the 2D seems to have worked well, but in the main florescent and LED are on a par, so no point replacing fluorescent with LED.