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In this segment, the speaker emphasizes the importance of using metrics to communicate the true impact of AI adoption to senior leadership. While AI may reduce coding time, it can unintentionally increase review time, leading to a net increase of about five days in overall cycle time. The speaker argues that merely "adding AI" is insufficient; a thoughtful, integrated engineering organization is required to turn AI capabilities into a strategic advantage.











