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A Framework for Evaluating GenAI Adoption and Use in Software Engineering — Yu et al. (2026)

Generative Artificial Intelligence (GenAI) is increas-ingly integrated into software products to enable new features and user capabilities, from early exploration to operational deployment. GenAI adoption as a component within a soft-ware system introduces quality risks because GenAI outputs are probabilistic, prompt-sensitive, and may drift after release. Organizations, therefore, need to decide what to evaluate, when to evaluate, and who owns quality evaluation activities across software design, development, and operations. ISO/IEC 25059 standard distinguishes between software product…

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