Scotch McClure had a bold plan for Maxwell Biosciences to map and mine the roughly 3 percent of peptides circulating in human plasma. The company has harnessed AI to move from a massive and messy universe of human peptides to a small-molecule candidate that could offer a potential alternative to antibiotics, antifungals, and some antivirals. McClure, CEO of Maxwell, sat down with Nagaraja Srivatsan to discuss why he thinks AI is becoming the central engine that makes modern drug development not just faster but possible at all, how he sees AI as essential to filtering out the noise in vast datasets, and why organizations will need to surrender more of the scientific process to AI while constraining it with a clear vision and guardrails.

Drew McCormick, head of data and analytics at Eversana, sits down with Nagaraja Srivatsan to trace the company’s AI journey from classic predictive modeling in its data and analytics business to an enterprise-wide strategy. He describes how Eversana is building on a strong data foundation to tackle challenges such as patient identification, while also rethinking workflows, governance, and talent to ensure AI delivers value in a highly regulated environment.

Scott Cenci, chief information and data officer for Acadia Pharmaceuticals, sits down with Nagaraja Srivatsan to discuss how generative and agentic AI are reshaping biopharma throughout the enterprise from R&D and clinical development to the commercial field. He discusses how it is changing the roles of people like medical writers into medical editors, why every knowledge worker will soon manage AI agents as part of their job; and the hard problems leaders face in prioritizing AI investments, avoiding experiment fatigue, governing enterprise data, and building a culture of continuous learning.​