Real-time analytics plays a critical role in the optimization of chemical reactions via high-throughput synthesis and ML algorithms. Process analytical technology (PAT) tools empower researchers to obtain chemical insights from large number of experiments, facilitating the precise measurement of optimization targets. The integration of real-time analysis within high-throughput experiments presents a multitude of advantages over traditional, one-time final product evaluations outlined below.