And One More Time is the fifth foal out of the placed Complicated (Blame). She is a half-sister to Honor D Lady (Honor Code), a multiple graded stakes winner in the US and multiple graded stakes-placed in Canada, whose three graded wins include the Delaware Handicap, then a Grade 2. Further half-siblings are Churchtown (Air Force Blue), a stakes winner in the US who took the Listed Gio Ponti Stakes and was stakes-placed in Canada, and Simply in Front (Summer Front), a year older, who won the Grade 2 Music City Stakes and was second in the Grade 1 Natalma.

Second dam Consequence (El Prado) won the Listed American One Thousand Guineas Stakes and was third in the Grade 2 Beaumont Stakes. She has produced two winners.

Third dam Educated Risk (Mr. Prospector) was a Grade 1 winner at two, taking the 1992 Grade 1 Frizette Stakes, and later added the Grade 1 Top Flight Handicap. She has seven winners, among them Strategy (A P Indy), winner of the Listed Real Prize Stakes.

Educated Risk's half-sister Inside Information (Private Account) won the 1995 Grade 1 Breeders' Cup Distaff and was named champion older female.

Complicated has a yearling filly by War Front.