AI pilots can look successful while the business case quietly deteriorates through review, correction, exceptions, leadership burden, knowledge maintenance, or unrealized capacity. AI Value Assurance provides a framework for determining whether AI-enabled work creates enough credible, durable value to justify continued investment.
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