AI adoption
AI is mainstream. Workflow readiness is the gap.
McKinsey’s 2017-2025 survey trend shows AI use moving from 20% to 88% of organizations. The useful business question is no longer whether AI matters. It is which workflows are ready for it, and where context, review, and judgment still need to be designed.