The advanced capabilities of AI depend on a complex supportive and technological system—an AI ecosystem. Successfully deploying AI extends far beyond algorithm development. Technology reliability and predictability, a foundational digital capability, a skilled workforce, and ethical policies and guidelines are all required. However, most public and private organizations are woefully underinvested in the supportive structures that AI depends on. This creates a debt that must be paid up-front to allow for successful AI adoption. Taking a strategic approach to AI means investing in the AI ecosystem to pay down debt, especially investments in the workforce, and spreading bets across the AI field.

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