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McKinsey

McKinsey is a consulting firm whose software engineering practice advises enterprises on technology and organizational change. In the cited discussion, its researchers describe findings from surveying hundreds of enterprise clients about AI-agent adoption in software development: most report modest gains, while roughly the top 20–25% report about twice the end-to-end improvement. The practices associated with those results include shorter agent-driven development cycles, smaller teams with merged roles, curated skills, shared context, and change management beyond pilot projects. The discussion also covers quality risks from faster code generation, bottlenecks moving to requirements and release, and the difficulty of measuring impact.

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What McKinsey is used for

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  • A consulting firm, not software. Its software engineering practice presented findings from surveying hundreds of enterprise clients on AI agent adoption in software development: most see modest gains, but the top 20-25% now report roughly 2x end-to-end improvements via shorter agent-driven cycles, smaller pods, curated skills, shared context, and scaled change management.

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