We interviewed key stakeholders to align with the client’s strategy and understand commercial and market dynamics, while consolidating internal and external data to build a strong analytical foundation. Using machine learning clustering techniques, we segmented the customer base and interpreted the results through a business lens to identify key segmentation drivers, ultimately helping define the most effective sales strategies for each segment.