4 min read
Adoption Is the Wrong Frame
Everyone measures AI adoption, but adoption is the wrong question. What matters is what exists now that would not have existed without it.
Essays
Analytical essays on AI integration, organizational behavior, and product strategy. Each post follows a thesis-framework-counterargument structure.
Everyone measures AI adoption, but adoption is the wrong question. What matters is what exists now that would not have existed without it.
The most consequential shift AI enables is not accelerating existing work, but making previously impossible work possible for individuals inside organisations.
Why Google's integration of AI into Search and Workspace is structurally aligned with durable value creation, and where the data stack is still uneven.
As AI becomes baseline, competitive advantage shifts from adoption to allocation, embedding intelligence where it structurally changes outcomes.