Based on data from over 250,000 developers, AI coding assistants are now used daily by ~90% of developers, delivering 48–58% Time-to-PR improvements with ROI in 1–3 months. However, AI-generated PRs wait 4–6x longer for review, introduce 15–18% more security vulnerabilities, and 21% of licenses go unused. Five key strategies for tech leaders: treat governance as a differentiator, address the velocity gap between code generation and review, implement automated security guardrails, shift from adoption metrics to outcome metrics, and invest in CI/CD automation to eliminate bottlenecks.
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