InfoQ AI/ML

DORA-rapport: sterke engineering-basis essentieel voor AI-rendement

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Google Cloud's DORA team has published research examining how organizations can measure the financial returns from implementing artificial intelligence in software development. The study argues that achieving meaningful ROI from AI tools requires more than simply adopting new technology—it demands solid engineering practices and organizational structures that support effective implementation. The framework presented includes a J-Curve model to track how value creation unfolds over time, recognizing that initial investments may precede visible returns. The report also highlights the critical role of retaining skilled workforce members and redesigning development processes to fully capitalize on AI capabilities. These findings suggest that companies seeking to maximize AI's business impact should prioritize foundational engineering excellence alongside their technology investments.