Geseke was the daughter of Rudolf von Nevel but her mother is unknown. The date and place of her birth have not been found.
Her husband was Bertold I von Mandelsloh. They were married, but the date and place have not been found. Their two known children were Berteke (?-?) and Cord (?-1468).