Why AI Readiness Is an Organizational Learning Problem, Not a Technology Purchase: The Structural Evolution of Enterprise AI Capability
Global corporate AI investment hit $252.3B in 2024, yet only 6% of firms report significant earnings impact and over 80% of AI projects fail. This paper introduces the Orchestration Maturity Framework — a model that maps enterprise AI capability across five pillars (Culture & Leadership, Human Capital & Operations, Data Architecture, Systems & Infrastructure, Governance & Regulatory Compliance) and three developmental stages (Siloed → Integrated → Orchestrated). Drawing on a systematic synthesis of 21 foundational sources including surveys of nearly 10,000 organizational leaders.
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