Foreword

How to transform your engineering organization with Claude Code, from pilot to production

Over the last year, agentic coding tools like Claude Code have become table stakes for engineers, serving as a force multiplier for organizations of all sizes. In this new landscape, technical leaders face a critical question: How do you scale agentic coding tools from a handful of early adopters to an entire engineering organization?

The stakes have never been higher. Companies that successfully deploy agentic coding at scale are transforming how their teams work—enabling faster development cycles and freeing engineers to focus on architecture and innovation rather than repetitive implementation tasks. Meanwhile, organizations that approach this transformation haphazardly often face adoption resistance, inconsistent results, and missed opportunities to fundamentally reimagine how software gets built.

The good news is that successful patterns have emerged. Through working with engineering teams across various industries and company sizes, we've identified the critical factors that separate thriving agentic engineering cultures from those that struggle. These insights reveal that success isn't just about choosing the right tool; it's about thoughtfully orchestrating changes to workflows, team dynamics, skill development, and even how you measure engineering success.

Based on insights from Anthropic's Applied AI team and lessons learned from our customers, this guide shares best practices for rolling out agentic coding tools across your organization.

Let's dive in.