image from here
"On second thought" is an idiom and it means a reconsideration of a choice, of a decision. It´s "used when you want to change something that you have just said, often to say the opposite"
It´s important to say that "on second thought(s)" might be also a noun and it means "a revised opinion or idea on a matter already considered".
