Sayali Patil is a Product Manager and AI-driven network automation specialist with experience building enterprise-scale platforms at Cisco. She holds a U.S. patent (No. 12,242,370 B2) for “Intent-Based Chaos Level Creation,” a framework designed to intelligently stress-test complex digital environments using AI-driven variability models. With a background in network engineering and product management, Sayali has led the development of AI-powered automation platforms that reduced manual operational effort by up to 85% and supported large enterprise customers in improving system reliability, predictive maintenance, and cloud infrastructure optimization. Her work integrates machine learning, telemetry analysis, and infrastructure intelligence to build resilient, scalable systems for globa...