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The superficial application of AI tools across a legacy technology environment that lacks the foundational data structures or integration necessary to support meaningful outcomes.

Hotel Example: A hotel adds a chatbot to a messy website and disconnected CRM, but the guest experience does not improve because the underlying data and processes remain broken.

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