One of the primary challenges in the discovery phase is the sheer number of potential materials that need to be screened. Additionally, understanding the structure-activity relationship of catalysts can be complex. The interplay between different factors such as temperature, pressure, and the presence of inhibitors can also complicate the evaluation process.