“AI can help project leaders see stakeholder risk before it becomes project risk”

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Mega-infrastructure projects rarely fail because nobody spoke to stakeholders. They struggle because engagement becomes fragmented, reactive and difficult to read across time. Issues shift. Influence moves. Local concerns intensify. Formal records multiply. By the time…

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