Executive Overview Modern enterprise leaders face an unprecedented operational paradox: global markets, customer expectations, and technological innovations are moving at a velocity that far outstrips traditional organizational models, yet resource allocations remain largely static. To close this gap, business leaders are increasingly moving beyond generic generative AI tools toward institutionalized, context-aware AI systems. At Microsoft,…