The requirement to generate experimental training data as well as to have an automated experimental pH adjustment device led us develop a robotic platform, based on previously reported literature. As shown in Figure , the setup consists of a robotic wheel, The platform can be operated without coding experience in screening mode where a spreadsheet sheet or a csv file with information about the components (pump volume of the stock solution) well as the information about the titration strategy (acid/base, steps, volumes per step) is submitted to the robotic platform and all experiments are executed without human intervention. Finally, a csv file containing the data of the experiments is received as an output and can be directly used for ML modelling purposes.