Practical thinking on AI, data and automation for pharmaceutical commercial teams.
Pharma's commercial systems mostly work well in isolation; the problem is the manual process connecting them. Why the next stage of digital transformation is redesigning processes into one connected commercial ecosystem.
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Agentic AI can plan, use tools and complete entire business processes. The interesting question is no longer what AI can do. It's what we should never delegate: thinking, decisions, strategy and risk.
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Sanofi's Concierge for Field agent shows where commercial pharma is heading. The lesson isn't 'buy an agent'; it's that the data foundation underneath is the real work.
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Only 9% of life sciences leaders see real returns from AI. The bottleneck isn't the model, it's data readiness. Here's what commercial pharma teams can actually control.
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