one kid vs two kids?

My brother and his wife has a two year old boy. He's so chill and adorable. My step mom however has two boys, year two and three and it seems to be a nightmare. She said having one kid was so easy but once another is brought into the mix it gets exponentially harder. I'm wondering if this is mostly true?