The Quiet Reason CIOs Are Slowing AI Down
CIO, Friday, September 11th, 2026
Stated concerns about sovereignty and lock-in may mask a defensive reaction to expertise losing its scarcity value.
MIT's GenAI Divide study found only about 40 percent of organizations had bought official LLM subscriptions while workers at more than 90 percent of those same organizations were already using personal AI tools for work.
The article argues that some CIO caution is a defensive routine, in Chris Argyris's sense: an unconscious move to protect expertise whose value came from scarcity.
Research cited shows novices improve 34 to 43 percent with AI assistance while experienced professionals gain far less, which flattens skill distributions.
Recommended countermeasures include hiring for learning velocity rather than tenure, using the tools daily yourself, and measuring how often junior staff successfully challenge senior decisions.