Preface
If you’re a CTO, I have good and bad news for you. The bad news is that many organizations are getting no ROI from adopting AI within their engineering orgs (according to the 2025 NANDA and METR studies). The good news is that other companies are seeing a tremendous acceleration in their ability to deliver value. The best news is that the differences between the high- and low-performing orgs are now becoming clearer–and so is how to move from one category to the other.
If you are a software engineering leader (especially if you’re running an org of 100+) and you’re looking for good practices for adopting and scaling AI to accelerate how your org delivers business value, this book was written for you. The synthesis of hundreds of interviews with “CTOs at Scale” and executives from top AI companies, it is designed to provide you with a comprehensive plan for experimenting with and scaling the adoption of GenAI across your org. Recognizing that the hardest parts of developing software effectively ...
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