Articles on ROI

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.