A Fertilizer Investment Prioritization (FIP) tool, combining three decision support tools for maize, rice and cassava (NurientExpert, RiceAdvice and AKILIMO) through a chatbot, targeting extension agents assisting smallholder farmers with decision-making on optimizing fertilizer investment across crops based on fertilizer costs, produce prices, predicted yield response and their risk attitude.