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This article provides a comprehensive overview of how conversational AI can enhance productivity and efficiency across agricultural export value chains, especially in developing countries. It explains how different stakeholders, including smallholder farmers, extension agents, cooperatives, input suppliers, exporters, and logistics providers, can use free and no-code AI tools to improve decision-making, communication, and operational workflows.