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AI & Data Science · Feb 23, 2026 AI Debt: The Critical Constraint Blocking Scalable Innovation AI debt is becoming one of the most overlooked barriers to enterprise AI success. As organizations accelerate experimentation, they often accumulate structural weaknesses that limit integration, governance, and long-term scalability. Left unmanaged, AI debt compounds with each innovation cycle. Managed strategically, it becomes a lever for faster maturity and stronger innovation outcomes. This article explains what AI debt is, why it builds, and how to govern it through a practical operating model.
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AI & Data Science · Feb 23, 2026