At Volkswagen Group Digital Solutions [India], I built AI-powered KTassistants that reduced technical onboarding and knowledge-transfer time from about a month to 1–2 weeks. I also developed AI-driven deployment pre-checks for access validation, deployment readiness, and troubleshooting.
At YANTROVAA, I defined the product roadmap and led end-to-end development of a cloud-native parking management platform with IoT-cloud integration, improving real-time processing by 40%. I also conducted market research and drafted PRDs for core features.
On MetaMind AI, I drove product research and problem discovery for an AI-powered enterprise intelligence platform. I defined its product vision, MVP scope, user journeys, and intelligent-agent workflows for enterprise information discovery and decision-making.

