For decades, financial forecasting followed a familiar and rigid pattern. Analysts relied on spreadsheets, historical averages, linear growth assumptions, and quarterly revisions to predict future performance. While this approach provided a basic framework for planning, it struggled to keep pace with modern business realities. Rapid market shifts, volatile supply chains, changing consumer behavior, and global economic uncertainty exposed the limitations of static financial mo
