Turning Automation Output into Release Confidence

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Enterprise test automation frequently produces activity without confidence. This paper explores the structural causes of false confidence and outlines how Keysight Eggplant uses behavioral modeling, risk-based testing, AI-assisted exploration, and a unified execution engine to validate real system behavior and support defensible release decisions across complex, regulated environments.