How Engineering Leaders Should Measure AI ROI

rseroter · x · 2026-08-25

With AI costs rising, 98% of CIOs face pressure to prove AI ROI. The article argues that adoption metrics like seat counts or token consumption are insufficient for measuring value. It presents a methodology that converts complexity-weighted throughput into financial value, benchmarked against speed, quality, and developer experience to answer capital allocation questions.

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