The name "Overbrook" is derived from Will Smith's neighborhood in West Philadelphia, Overbrook (Philadelphia).
The band is managed by James Lassiter and Miguel Melendez of Overbrook Entertainment, a company co-founded by Pinkett Smith's husband Will Smith.
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Entertainer Will Smith, who attended Overbrook High School, named his production company, Overbrook Entertainment, after the neighborhood.