Entrepreneurs can ensure EEOC compliance by implementing comprehensive HR policies that promote equality and diversity. Regular training sessions on discrimination and harassment prevention can also be beneficial. Keeping detailed records of hiring decisions and employee performance can serve as evidence of non-discriminatory practices.