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The Challenge: AI is shifting from a technical niche to a core business strategy, yet many initiatives fail to deliver ROI due to misaligned expectations. The Reality: Large Language Models (LLMs) are probabilistic predictors, not human-like reasoners. Treating them as "magic" leads to costly errors. The Solution: Success requires hybrid expertise, professionals who can translate technical constraints (Data Science) into financial KPIs and governance (Finance).