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AI-CHANGE-MANAGEMENT4 MIN READ

AI risk objection battlecards

Respond to AI risk objections with controls, boundaries, and evidence requests.

Data boundary We cannot let employees paste customer data into AI. Legal or security objects to a generative AI workflow. Your line Agreed. Let's map the workflow and write allowed, caution, and prohibited data rules before any pilot access. Arguing that the vendor is safe enough. It validates the risk and turns it into a point-of-work boundary. Hallucination AI makes things up, so we should not use it for this workflow. A leader worries about unsupported claims. Let's restrict the use case to source-grounded drafts, require evidence links, and measure unsupported-claim rate during the pilot. Promising the model will be…

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