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Why AI ROI Is Elusive: Model Drift, Personal Data Use, and Workflow Liabilities

Anthropic’s disclosure of model drift within its Claude AI system highlights growing risks surrounding governance and ongoing alignment of artificial intelligence. The company has revised its guidelines using a “Constitutional AI” approach, aiming to instill reason-based behavior and ethical boundaries, and has openly acknowledged that an AI’s internal controls may shift unpredictably over time—a concern when models are deeply embedded in business workflows. This admission places attention on governance and accountability rather than just model safety, making clear that the AI a company tests…

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