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  1. Adoption rates have plateaued at 90%, making them ineffective for measuring success. The focus has shifted to "leverage," defined as the efficiency of translating AI investment into merged, production-ready code.

    Impact: Shifting KPIs from adoption to leverage allows engineering leaders to identify specific workflow bottlenecks and allocate resources more effectively to high-performing teams.

    — from Measuring AI ROI in Software Engineering · Dev Interrupted· Aug 11, 2026