Over the years, I’ve found that sustainable transformation tends to follow a clear path: four phases, each with a distinct focus and outcome. And within each phase, four key levers—mindset, ...

Many AI initiatives still begin with model comparisons, benchmarks or vendor pitches. This is usually the first mistake.