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1、IBM Institute for Business Value|Research InsightsAI in motionOrchestrating AI at scale for sovereignty and resilience2 2How IBM can help IBM has been providing expertise to help organizations win in the marketplace for more than a century.Clients can realize the potential of AI using IBMs deep indu

2、stry,functional,and technical expertise;enterprise-grade technology solutions;and science-based research innovations.For more information about AI services from IBM Consulting,visit: more information about AI solutions from IBM Software,visit: more information about AI innovations from IBM Research,

3、visit:research Foreword.1Introduction .3Part one What orchestration-led governance is and why it matters right now.5Part two The cost of complexity.8Part three Taking control and boosting results with orchestration.12Part four Extending governance beyond the enterprise.18Part five A different defini

4、tion of AI leadership:An action guide.211AI is scaling faster than the systems built to govern it.That gap,between deployment and control,is where value is lost and risk accumulates.This report puts numbers to what many leaders already sense but cannot yet see clearly.The findings are striking.Nearl

5、y seven in ten executives say they dont have full visibility into the AI their teams are using.Only one in four organizations knows where their AI assets are being deployed.And fewer than half the systems in use today are delivering the outcomes expected of them.These are not edge cases.They are the

6、 norm.Dubai has long understood that the ability to shape the future depends on the ability to govern it.That conviction sits behind our investment in institutions,in regulation,and in the infrastructure of foresight.As AI becomes as foundational as any physical infrastructure,the same logic applies