YOU SAID:

I know what we're gonna do today.

INTO JAPANESE

私は今日何をするのか知っています。

BACK INTO ENGLISH

I know what I will do today.

INTO JAPANESE

私は今日何をするかを知っています。

BACK INTO ENGLISH

I know what I will do today.