The importance of an inclusive, gender-transformative approach to implementing IBF emerged as a key finding, particularly given the distinct agricultural decision-making patterns observed across gender and age groups. These differences were connected to varying priorities shaped by caregiving responsibilities and land ownership. Men predominantly focused on farming as a source of income, whereas women and elderly men prioritized meeting nutritional requirements alongside income generation. These insights emphasize that forecasts must extend beyond simple weather data to offer actionable information about potential impacts on farming operations, market conditions, and essential infrastructure.