Poker how should I play set in this board?

https://www.weaktight.com/h/5cf65a9dd3904332508b474f Hello! I was wondering which approach should we take towards montana boards when we hit a set( bottom or second set assuming we dont have the preflop betting lead) ? 1- to go for a check-raise, 2- to check-call 3- to check-raise. Although there are some merits in each option, perhaps in multiway pot taking the lead is much better cause we can set the price and get value from first, second. third, nutflushdraws which we check behind but are willing to call even a pot-sized bet . On this spot, I decided to take a lead once the villain check raises I should go all-in because of both STR and his range , consisting of two pairs ,KAh, KQh. which will most probably pay us off.

Source.