Elite Power is the only runner from the first four named foals out of Broadway's Alibi (Vindication), a multiple graded winner at Grade 2 and Grade 3 level who was second in the Grade 1 Kentucky Oaks. She is a half-sister to the dual Grade 3 winner Golden Lad (Medaglia D'Oro), to the Grade 1-placed stakes winner R Gypsy Gold (Bernardini) and to four other winners, one of them the dam of the stakes winner Lights Of Broadway.

Second dam Broadway Gold (Seeking the Gold), a stakes winner, is a half-sister to the sire Dialed In (Mineshaft), winner of the Grade 1 Florida Derby, and to the dam of the stakes winner Empire House.

Third dam Miss Doolittle (Storm Cat) was stakes-placed. Her dam Eliza (Mt Livermore) won the Grade 1 Breeders' Cup Juvenile Fillies in 1992 and the Grade 1 Santa Anita Oaks a year later.