Despite novel innovations and solutions, transitioning to cleaner practices and methodologies has been challenging for many due to the inherent uncertainties associated with adopting and integrating new approaches. This situation has created a demand for innovative solutions that provide accurate decision support and assessments. With this in mind, the EU-funded ARGONAUT project will develop an efficient and user-friendly AI digital tool to calculate the climate and environmental impacts of bio-based products throughout their value chain. Additionally, the project will deliver a decision-support tool to recommend alternative, more sustainable actions and decisions. Through these efforts, it will support small and medium-sized producers while significantly assisting in the implementation of the EU’s Ecodesign for Sustainable Products Regulation.