In conclusion, while many of the defined tasks can -to some extent -be addressed by combining available tools, none enables integrated and interactive indepth analysis of AI models and XAI methods. To close this gap, we propose CIME (ChemInformatics Model Explorer), an interactive web-based system that allows users to inspect model explanations, analyze models, and screen sets of compounds. CIME enables users to visualize explanations overlaid on chemical structures and to explore the chemical space through multidimensional projection. Our goal is to facilitate the communication between data scientists and chemists and to provide ways to compare and analyze chemical ML models by means of visualization of AI explanations and exploratory visualization techniques.