This whitepaper proposes a scalable approach to boost test automation using AI-enhanced frameworks. HCLTech details how integrating ML-based pattern recognition and predictive models increases automation coverage and reliability. The solution improves test accuracy, reduces manual intervention, and accelerates product release cycles. The methodology supports continuous integration environments and optimizes resource utilization for large-scale enterprise automation programs.

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