Shefali Kakar, Global Head of PK Sciences and Oncology at Novartis, returns to the AI in Business podcast to discuss how AI is reshaping the earliest and most critical phases of drug development—where strategic investment decisions are made long before a clinical trial begins. Together with Emerj Editorial Director Matthew DeMello, Shefali explores how advanced modeling, in silico design, and patient data are creating a clearer picture of risk and return across R&D portfolios. She explains how pharmaceutical organizations are leveraging multi-factorial models to simulate safety, efficacy, and market potential—down to the molecular level. Want to share your AI adoption story with executive peers? Click emerj.com/expert2 for more information and to be a potential future guest on the 'AI in Business' podcast!

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