Add (X)AI data The experiments are performed in the lab (iii) and RO data is updated with the measurements from the experiments (iv ). In a follow-up step, scientists analyze the updated data (i), and a new batch of experiments is selected (ii). The RO dataset can be augmented with data from AI models (blue). CIME4R aids the analysis of RO data and facilitates informed decision-making.