 The two newly found friends discover they have a lot more in common with each other than they do with other people their own age.Ludovic inadvertently leads Mrs. Palfrey through her past; Mrs. Palfrey inadvertently leads Ludovic to his future.The 2005 film is based on the 1971 novel entitled "Mrs. Palfrey at the Claremont" by Elizabeth Taylor.