The field of catalysis is crucial for numerous industrial processes, including chemical synthesis, energy conversion, and environmental protection. Traditional methods for catalyst discovery and optimization can be time-consuming and labor-intensive. Robotic screening offers a solution by enabling the rapid and efficient evaluation of a vast number of variables, thus expediting the identification of potent catalysts. This is particularly important given the complexity and multi-dimensional nature of catalytic systems.