SAP PaPM will utilize machine learning to make improvements in decision making by the suggestion rule function within the system. It uses its analysis of previous data to inform optimal actions toward improved cost-allocation and profitability analysis. When such recommendations have been applied via machine learning-driven decisions, this allows for reduced operations, optimizing resources, and making data-backed decisions that bring about improved business performance. Therefore, with its use, the companies will acquire deeper insights of financial performance.