"okay seriously how would someone even guess we have to do this by LCM GCD method ?"
If the first light blinks ever $48$ seconds then any time it blinks will be at a mmultiple of $48$. So the answer when the all blink will have to be a multiple of $48$ because those are the only times the first one blinks.
The second only blinks at a multiple of $72$ seconds. So the answer has to be a common multiple of both $48$ and $72$.
And so on. The answer has to be a common multiple of all $48$, $72$, and $108$. What is a common multiple of $48$, $72$, and $108$.
Well... notice the first light will blink at: $48, 96, 144, 192, 240, 288, 336, 384, 432, 480,......$
The second light at: $72, 144, 216, 288, 360, 432, 504, 576, 648, 720 ....$
The third at: $108, 216, 324, 432, 540, 648, 756, 864, 972, 1080 ....$
What number do they all have in common? Well.... I can see it is $432$.
Dang. That was tedious. Maybe there is an easier way to figure out what is the least common mulitple of $48, 72$ and $108$.