Insights

Editorial POV for regulated-market leaders becoming AI-native.

Insights is a real v1 editorial section for essays, research notes, and operating-model thinking across life sciences, pharma, Medical Affairs, commercial systems, governance, and workflow design.

April 23, 2026 · Featured essay

AI-Native Operating Models In Regulated Markets

In regulated markets, AI initiatives stall when the operating model stays fixed and the pilot is expected to carry the strategic burden.

April 23, 2026

Why Medical Affairs AI Needs Design Conditions Up Front

A working view on Medical Affairs AI systems, review constraints, and why firewall-aware design matters early.