Enterprise AI Playbook Chapter 4 — Data Liquidity: The Structural Constraint on AI Scale
Executive Summary AI cannot scale on fragmented or non canonical data architectures. Data illiquidity converts technical design choices into economic and regulatory exposure. Capital deployed into AI without structural data alignment creates rework and governance escalation. Enterprises that treat data architecture as infrastructure, not configuration, accelerate AI capital velocity. Institutional Anchor (2025–2026) A 2025 PwC […]