Data leaders
Teams responsible for commercial data platforms, governance, semantic consistency, and AI readiness.
First edition now publishing
Commercial Pharma Data Strategy and Architecture
Building the AI-ready foundation for commercial pharmaceutical and biotech organizations.
By Karthik Chidambaram
Paperback ISBN 979-8-9964384-0-2
Published by Kural Press
The book
A practitioner’s guide to data foundations for AI in commercial pharma.
The book argues that AI in pharma commercial organizations will only be as powerful as the data strategy beneath it. It turns fragmented data, inconsistent definitions, and disconnected systems into a practical architecture agenda.
Inside: semantic layers, data products, knowledge layers, HCP data, territory and geography, conversational analytics, agentic AI, personalization, market access intelligence, and the operating model required to make it real.
Built for
Commercial teams
Leaders shaping field engagement, omnichannel execution, personalization, and market access intelligence.
AI practitioners
Builders moving from pilots to governed, production-grade AI systems that can be trusted at scale.
Kural Press
Wisdom distilled to its most useful shape.
A kural is the classical Tamil couplet form. Kural Press carries that spirit into practical publishing: clear, compact knowledge for people building serious things.