This is loosely based on the Ariel Castro case which came to light in 2013. He kidnapped and held three young women hostage for over a decade. Ariel Castro is mentioned by Rossi.
Rebekah Kennedy, who guest stars, also starred in The Book of Esther (2018). In that episode, she was also imprisoned in the house, not by a stranger but by her father.