More Than Looks is the first winner out of Ladies' Privilege (Harlan's Holiday), winner of the Listed Hall of Fame Stakes. She is a full sister to Takeover Target, a three-time graded winner on turf, twice at Grade 2 level, who was placed in the Grade 1 Gulfstream Park Turf Handicap and became a sire, and a half-sister to four other winners.

The second dam Vanquished (Empire Maker) won at three and is a half-sister to several winners.

The third dam Critical Crew (Dr. Blum) won four times in the US and is the dam of Critical Eye (Dynaformer), winner of the Grade 1 Hempstead Handicap and the Gazelle Handicap, then a Grade 1.

Critical Eye is the grandam of the Listed winners Looms Boldly, Critical Value, Washington Park and Little Kansas. This is also the family of Shane's Girlfriend (Adios Charlie), a Grade 3 winner who was Grade 2-placed.

Ladies' Privilege has a 2-year-old filly, American Privilege (American Pharoah), and a yearling colt by Gun Runner. She foaled a filly by Upstart on April 15 and was then covered by Flightline.