Catalyst discovery faces several challenges, including the need for precise control over catalyst composition and structure, the complexity of reaction mechanisms, and the scalability of catalyst production. Additionally, environmental and economic considerations are increasingly important, driving the search for sustainable and cost-effective catalysts.