This data-driven approach to exploring chemical space not only underscores the diversity of molecular scaffolds but also provides a systematic method for identifying promising cocrystal candidates based on their structural alignment with the reference molecule. By visualizing these relationships, the method offers actionable insights that streamline the candidate selection process, ultimately facilitating the discovery of new CA-based cocrystals.