Data Sourcing and Pricing in the Age of AI: How Pricing, Rights, and Governance Are Shifting as AI Increases Data Demand and Scrutiny

This IDC Perspective explores how AI is driving structural renegotiation of data pricing, governance, and monetization. Enterprises are distinguishing between training rights, retrieval access, and live connectivity models, each with distinct economic implications. Development-stage monetization, attribution debates, and governance instrumentation are reshaping contracts and negotiation dynamics. As AI industrializes, disciplined data economics - grounded in architectural clarity and life-cycle oversight - will become a defining competitive capability."AI is forcing structural renegotiation of data durability, value attribution, architectural control, and risk allocation across the AI life cycle." - Lynne Schneider, research director, Data Collaboration and Monetization, IDC