Ashwin Kumar

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continuous validation fda csa data integrity solutions artificial intelligence machine learning 21 cfr part 11 annex 11 ai automation gxp compliance predictive maintenance software validation real-time monitoring temperature mapping environmental monitoring document management application lifecycle management managed service process automation predictive analytics data integrity regulatory compliance operational efficiency automated workflows test case generation audit trails traceable documentation self-healing features asset management change management centralized platform data-driven insights quality management system user requirement specifications test execution cloud infrastructure dynamic reporting e-signatures continuous risk management predictive models anomaly detection custom dashboards intelligent insights continuous service management proactive measures user-friendly interface advanced search capabilities collaborative tools real-time compliance intelligent automation virtual agent support scalable solutions information technology & services enterprise software enterprises computer software b2b internet infrastructure internet