This research explores the persistent gender gap in AI literacy among rural girls in South Asia, with a primary focus on Bangladesh. Using a mixed-methods approach, it analyzes socio-economic, cultural, and technological barriers to digital education access. The study proposes scalable, gender-sensitive strategies for enhancing digital empowerment and promoting equitable AI literacy in rural contexts.