UPJŠ provides academic-level machine learning and natural language processing expertise. It contributes to the development of analysis methodologies, explainability mechanisms and NLP workflows. UPJŠ supports integration of AI models into ARIANE and strengthens the scientific foundations of the tool. Their participation ensures technical accuracy, methodological integrity and robust experimentation in early development phases.