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AI-Driven CapEx Management: Best Practices for Corporate Finance Leaders

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Experienced corporate finance practitioners understand that capital allocation is as much art as science. After years spent refining capital budgeting methodologies, navigating Basel III capital adequacy requirements, and presenting IRR analyses to skeptical investment committees, seasoned professionals recognize that even the most rigorous NPV calculations rest on assumptions that market volatility can quickly invalidate. At firms like Morgan Stanley and Bank of America Merrill Lynch, where billions in capital flow through complex approval hierarchies and treasury management teams juggle competing priorities across global operations, the limitations of traditional CapEx planning have become increasingly apparent. The question is no longer whether to adopt AI-enabled approaches, but how to implement them in ways that genuinely enhance decision quality without introducing new risks or disrupting proven workflows. For finance leaders who have already begun exploring or piloting AI-Driven...