Apr 30, 2026·13 min read
1.5x as the realistic first-year target: measuring AI productivity beyond lines of code
Four KPIs beyond lines-of-code: adoption rate, cycle time per size class, ability and willingness, workforce mix. Plus DORA cross-validation and the SHD Düsseldorf case.
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