The next AI race is about execution, not access

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Access to AI is now widespread. Most companies can buy the same tools, test the same models and make similar claims about adoption.

The real divide is opening up somewhere else: in the ability to put AI to work across the business. The companies that pull ahead will be the ones that use AI to improve operations, refine products, speed decision-making and improve customer experience.

Access got the conversation started. Execution will decide who benefits.

Execution turns AI into business value

Putting AI in place is now the easier part. The harder challenge is turning it into measurable business value. AI creates lasting value when it becomes part of how the business operates, not another technology layered onto existing workflows.

Many organizations have proved they can launch pilots. Far fewer have proved they can redesign workflows, change decision-making and sustain results over time. Doing that requires clear business objectives and...

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