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Scenarica's avatar

The board-level challenge is separating measurable operating changes from speculative productivity promises. An AI-era plan should make the assumptions auditable: where cycle time falls, which costs actually leave the base, what new controls appear, and who owns adoption. Otherwise “AI impact” becomes a plug that improves the forecast without changing the operating model.

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