Well its my 1st time to Thailand so i cant really say since i lack experience.
But in general the High Seasons (when the weather is good or Schoolvacation period) is Always pricier in all things.
So if you want to travel much and dont care about weather try to go in Low Seasons like me
But for Thailand you should ask a more experienced traveller here