Our journey began with a simple concept: to transform traditional grade management into a smart, data-driven process. Initially launched as a basic proof-of-concept for a single course, our predictive grading tool demonstrated the potential to enhance student outcomes by providing insights based on historical assessment data. Encouraged by the early success, we envisioned a more comprehensive system that could support multiple courses and provide detailed grade projections. Today, we’ve evolved that initial idea into a full-fledged educational management platform. It’s built to empower administrators, instructors, and students alike, enabling them to make datainformed decisions at every step of the academic journey. By integrating advanced predictive models, flexible grading configurations, and seamless data export-import capabilities, we continue to push the boundaries of what’s possible in academic performance management.