Dzone iconDzoneOct 15, 2026 ~1 min source read

The Five Stages of AI Adoption: A Practical Maturity Model for Software Teams

Over the past year, I have sat in enough leadership conversations to notice a pattern. A CTO tells me their organization has "adopted AI" because most of the engineering team now has access to Copilot or ChatGPT, and everyone sat through a lunch-and-learn on prompting. A few months later, the excitement usually settles

The Five Stages of AI Adoption: A Practical Maturity Model for Software Teams

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