The digital transformation in education is revolutionizing the way knowledge is disseminated across the globe, and it is creating new opportunities to reach more students, improve the quality of learning, and bridge the gap in access. However, despite the technological advancements, rural areas in developing countries continue to face difficulties in accessing digital learning resources. This paper presents a conceptual framework titled “Digital Learning Platform for Rural School Students in Nabha.” The aim is to bridge the digital divide in education faced by government school students in rural Punjab in Nabha. The need arises from the fact that the ground realities are such that infrastructure is limited, internet connectivity is poor, and the digital literacy level of teachers and students is low. This makes it a significant hindrance to the use of digital learning tools. The proposed solution is a lean digital education system designed specifically for rural areas. The system includes a mobile and web-based learning platform developed using Laravel 11 (PHP), which is designed for low-end devices to ensure that it reaches even the most remote areas where resources are limited. The most notable aspect of the system is the AI-powered chatbot developed in-house, which provides personalized academic support, helps with syllabus understanding, and explains concepts without the need to access third-party APIs. The system also includes offline learning, interactive learning in local languages, gamification modules, and teacher dashboards to monitor student performance. The paper discusses the system architecture, data processing techniques, and learning interaction models that together make it possible to have inclusive learning experiences. By aligning with the United Nations Sustainable Development Goals—SDG 4 (Quality Education), SDG 9 (Industry, Innovation, and Infrastructure), and SDG 10 (Reduced Inequalities)—the framework aims to develop an accessible digital education system that enhances engagement, improves learning outcomes.