DBS Bank made three quarters of a billion dollars from AI last year. Their CEO told a Fortune conference to stop hiring for knowledge and start hiring for attitude. Walmart, Starbucks, JPMorgan, and Caterpillar all arrived at the same conclusion: the technology was the easy part.
AI4SP research across 600,000 individuals found 80% of enterprises see zero ROI from top-down AI mandates. The companies getting adoption right build three-tier champion networks where trusted peers test, validate, and spread use cases from the middle of the organization outward.
After spending on digital transformation, most companies discover they have earned the right to transform again. S&P Global research shows only 5% of companies generate value from AI at scale. Here is what happens when consultants leave and why continuous evolution beats episodic overhauls.
Change management for AI is not about technology rollout. PMI research on the 10/20/70 framework shows 70 percent of AI transformation effort should focus on people, not technology. Here is how to build an AI change management plan that addresses identity shifts, competence anxiety, and the human side.
Only 7 percent of organizations fully scale AI past the pilot stage, per MIT Sloan research. The approaches that work for 5 people become liabilities at enterprise scale for 50.