Tose's father, a Russian Jewish immigrant to the United States, settled outside Philadelphia and was a peddler with a pack on his back. He eventually owned 10 trucks, the beginning of the family business. Eventually, Tose Inc. owned more than 700 trucks and grossed $20 million a year. Tose was born in Bridgeport, Pennsylvania.