expert workflows and scarce records into controlled synthetic data, then distilling domain-specific signals into targeted model behaviors. Aurium Labs enforces institutional and regulatory constraints throughout this process and evaluates models against realistic production scenarios before integration. Its Vertical Intelligence Platform captures institutional expertise, generates synthetic datasets, and maps optimization landscapes for custom model design. The company serves sectors where deep internal expertise is critical, including finance, insurance, life sciences, and heavy industrial applications.