Emerging pharma organizations face unique technology challenges as they prepare for launch. Expectations for AI-enabled decision-making continue to rise, even as teams remain small and operate in highly regulated environments. In this sponsored episode of The Top Line, Fierce Biotech host Kelly Hogan speaks with JR Raelin, executive director of analytics and insight at SynOx Therapeutics and Krishna GS, business technology solutions manager at ZS, about how first-launch and emerging companies can design an agentic future-ready technology road map.

The conversation examines common pitfalls, including chasing new technology and AI trends before establishing data readiness, underinvesting in integration, and relying on fragmented point solutions. Raelin and Krishna explain why strong data foundations, governance, and interoperability are prerequisites for. and how agentic AI—when built on that foundation—can close the gap between insight and action in real commercial workflows.

Listeners will also hear a framework for scaling platforms over time, guidance on what effective implementation looks like in the first 60 to 90 days, and examples of connected workflows across commercial, medical, and patient functions. The episode closes with a compelling case for why the agentic roadmap is the most important strategic asset a first-launch company builds before its second product—and how getting it right converts a single launch into a portfolio intelligence engine.