The structural consequence of AI democratization — competent output becomes universally accessible while the distinction between competent production and expert judgment becomes harder to see and more consequential when it matters.
AI tools have lowered the floor of who can produce competent work in a domain — a genuine democratic achievement documented across software development, medical diagnosis, legal writing, creative production, and beyond. A developer in Lagos with Claude can build in a weekend what required a team before. An intern with AI assistance produces code that compiles and tests pass. The visible distinction between junior and senior output has narrowed dramatically. But the rising floor has a shadow consequence: the distinction between tool-assisted competent performance and genuine expert capability becomes nearly invisible in normal conditions and catastrophically visible in the rare situations that require expertise to perform. The floor has risen. The ceiling has not moved. And the arithmetic of when expertise matters may seduce organizations into under-investing in a capability whose value is concentrated in the moments when it is most desperately needed.