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The AI Adoption Community
Where practitioners share what actually works when rolling out AI tools to engineering teams. Real patterns, real data, no vendor spin.
Latest from the blog
View all →Adoption4 min read
What happened when 200 engineers got Claude Code access with zero training
The actual adoption curve: 10% power users, 60% occasional, 30% never touched it. What changed when structured onboarding was added.
Training3 min read
I stopped telling engineers to 'just try AI' and started giving them a failing test
Adoption went from 30% to 80% in the pilot group when we replaced open-ended exploration with a specific lab exercise.
Measurement5 min read
How we measure AI training ROI without lying
The honest version: you can't measure "productivity gain" directly. But you CAN measure four things that actually matter.
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