The main objective of the VM will be to contribute significantly to the preparation for the 2nd round of the COST Innovator Grant scheme of the VisionXAI proposal. Namely, the VisionXAI proposal outlines the idea of building a visual analytics toolkit for evaluating XAI standards deployed by the European finance sector. The toolkit will aim to provide clear, visual interpretations of AI decisions, thereby demystifying complex AI models and making them more accessible and accountable. Furthermore, this toolkit will be specifically tailored to meet the diverse needs of various stakeholders in the financial sector. Ultimately, the goal of the VisionXAI project is to represent a natural evolution of the COST CA19130 Action’s objectives, transforming theoretical AI research into a tangible visual analytics tool that adheres to EU regulatory standards.