Upskilling for AI: why workflows matter more than models

Artificial intelligence is no longer the limiting factor in business transformation—how organizations integrate it into everyday work is. As AI models become increasingly powerful and accessible, competitive advantage will depend less on the technology itself and more on redesigning workflows, equipping employees with the skills to supervise AI effectively, and providing systems with the right organizational context. The companies that successfully combine human judgment, trusted data, and AI-powered processes will move beyond incremental productivity gains to achieve meaningful, lasting transformation.