The album features "All the Things (Your Man Won't Do)", originally featured on the soundtrack of Don't Be a Menace to South Central While Drinking Your Juice in the Hood, which reached number two on the US R&B chart and number eleven on the Billboard Hot 100; it sold 700,000 copies domestically and was certified Gold by the RIAA.[3][4] The album also features "Don't Wanna Be a Player", which originally appeared on the soundtrack to the 1997 film Booty Call and reached number five on the US R&B chart and number twenty-five on the Hot 100. It, too, earned a Gold certification for sales of 500,000 copies.[5][6] Aside from these two songs, All That I Am features three singles: the lead single "The Love Scene", "Good Girls" and the title track. Although they received airplay on R&B radio stations, none registered on the Hot R&B Singles chart. Pop group Backstreet Boys covered the song "No One Else Comes Close" on their 1999 album Millennium.[7]
AllMusic editor Leo Stanley called All That I Am "an entertaining collection of contemporary soul that alternates between smooth ballads and hip-hop-inflected dance-pop. At his best, Joe can make this music irresistible; at his worst, he merely makes it entertaining. There are a few slow spots on the record, but at its best, All That I Am is first-class urban soul."[1] David Grad from Entertainment Weekly found that with All That I Am Joe "labors under the twin burdens of hackneyed lyrics and saccharine overproduction. Fortunately, his voice is seductive enough to cut through all the formulaic dross, ensuring that this guy named Joe will be a leading R&B love doctor for years to come."[8]