The Preclinical Database is a structured data infrastructure platform designed to standardize and expose in vivo preclinical research data. The system integrates structured AI-based ingestion, entity validation workflows, and ontology-aligned disease, drug, and animal entities to enable large-scale exploration of biomedical evidence. By transforming fragmented literature into interoperable datasets, the platform supports transparency, reuse, and translational research across the scientific community.