AI and ML optimize catalytic processes by analyzing multiple variables simultaneously and identifying the optimal conditions for reactions. This includes determining the ideal temperature, pressure, and reactant concentrations to maximize yield and minimize by-products. Optimization algorithms can dynamically adjust process parameters in real-time to maintain optimal performance.