The United States grapples with over 30,000 new HIV infections annually, a challenge exacerbated by delayed diagnosis and treatment. HIV stigma hinders data collection and contributes to health disparities. High-quality data and a community-driven approach are critical to reducing these disparities. The collaborative effort of the Satcher Health Leadership Institute at Morehouse School of Medicine, and the Center for Minority Health and Health Disparities Research and Education at Xavier University of Louisiana, addresses systemic barriers perpetuating the HIV epidemic in Georgia and Louisiana. We influence policy, implement an HIV education curriculum, map resources, and display data via the Health Equity Tracker. Stigma surrounding HIV/AIDS impedes disclosure, creates data gaps, and affects care quality and access. Addressing these data gaps, influencing policy, and implementing education are crucial steps to improving outcomes for Black people living with HIV/AIDS. This framework aligns with the federal Ending the HIV Epidemic program's goals, advancing health equity for vulnerable populations.