As firms transfer from generative AI (gen AI) pilots to scaled efforts with measurable outcomes, many incumbents wrestle to show ambition into influence. Regardless of rising adoption, most gen AI initiatives fall brief on ROI, highlighting the complexity and high-stakes nature of gen AI technique.

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