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Bullfrog AI Holdings Inc is a clinical-phase Biotechnology company using machine learning to advance medicine and improve human health. It uses artificial intelligence and machine learning to advance medicines for both internal and external projects. The Company is focused specifically on advance artificial intelligence and machine learning (AI/ML)- driven analysis of complex datasets in medicine and healthcare. The Company's objective is to use its AI/ML platform to provide a precision-medicine approach to drug-asset enablement through external partnerships and selective internal development.

Johnson & Johnson is the world's largest and most diverse healthcare firm. It has two divisions: innovative medicine and medtech. These now represent all of the company's sales following the divestment of the consumer business, Kenvue, in 2023. After restructurings in 2023-24, the drug division focuses on three main therapeutic areas: immunology, oncology, and neurology. Geographically, just over half of total revenue is generated in the United States.