Scalable AI-driven insight depends less on model ambition than on disciplined data foundations, shared definitions, and operational ownership. The organisations making progress treat analytics as a control layer, not a reporting add-on. That shift improves speed, confidence, and coordination across functions, although it also exposes political friction and weaker governance. The payoff is sharper decisions, narrower ambiguity, and a more resilient management cadence.
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