Where to go in Thailand ?

Hello, I am a solo traveler (35 M) going to Thailand for three weeks in a month.

I would like a genuine place, not too touristy, I like nature and the beach, I play golf but it's not mandatory.

I don't find any location so far. Is Ao nang too touristy? Where should I go ?