I value creation is not mainly a technology challenge. It is a coordination challenge across five value drivers: Most AI efforts struggle because one or two of these areas move faster than the others. Business may want speed while governance is still unclear. Technology may be ready while the data is weak. Analytics may produce […]

The difficult part of AI is not starting. It is getting through the parts of the journey that cannot be skipped. Most organizations can launch experiments. Far fewer can turn them into reliable, adopted, production-level value. IBM’s 2025 CEO study found that only 25% of AI initiatives had delivered expected ROI, and only 16% had scaled enterprise-wide. […]

Most organizations do not have an AI adoption problem anymore. They have a value realization problem. By 2025, AI use has become common. McKinsey reports that 78% of organizations now use AI in at least one business function. But that number is misleading if it is treated as proof of progress. In the same research, more than […]