Cheminformatics knowledge transfer primarily occurs through presentations, published articles, tutorials, and textbooks. In these contexts, three-dimensional molecular visualizations of small molecules play a crucial role in facilitating the understanding of underlying concepts and research outcomes while also adding layers of informative value. To illustrate this point, consider the scenario where a methodology for generating molecular conformations is presented, and its fidelity is assessed by comparing the root-mean-squared deviation of the atom positions to a validated experimental target. In this case, the inclusion of visual representations displaying both the generated conformation and the target conformation serves as an immediate visual indicator of the quality of the generated structure and allows for a visual aid in the quality assessment.