Designing biomimetic ligands involves a deep understanding of the structure and function of natural enzymes. Scientists use techniques such as X-ray crystallography and NMR spectroscopy to study enzyme active sites. Once the essential structural features have been identified, synthetic chemistry techniques are employed to create small molecules or metal complexes that replicate these features. Computational modeling and molecular dynamics simulations are also valuable tools in optimizing the design.