Ben Cherny (@bcherny) reports that, in his daily conversations with engineers, individual contributors are dramatically boosting productivity with Claude—often claiming ~10x output—yet most teams lag in adoption. He distilled common patterns into a four-step AI adoption model and published the diagram as a Claude artifact (claude.ai/code/artifact/bfdf) on 2026-07-17.
Ben Cherny (@bcherny) says he hears daily from engineers that a single person is "10x'ing" their output by using Claude, while most of their organizations haven't adopted the same workflows (published 2026-07-17).
I talk to engineers at other companies every day and hear the same thing: one person is 10x'ing their output with Claude but the rest of the org hasn't caught up.
Watching teams adopt AI, I keep seeing the same 4 steps.
I mapped them out here: Steps of AI Adoption claude.ai/code/artifact/bfdf…
Link
Steps of AI Adoption
Steps of AI Adoption
claude.ai