Ochai Agbaji was born on April 20, 2000, in Milwaukee, Wisconsin, USA, and raised in Kansas City, Missouri. He attended Oak Park High School in Kansas City, where he showcased his talent and athleticism on the basketball court. Agbaji committed to play college basketball at the University of Kansas, where he had a standout career with the Jayhawks.