A Product Leader at the intersection of Geospatial data and GenAI, I specialize in scaling Gen AI-based agentic workflows through a rigorous culture of continuous Evals and lightweight experimentation. Currently at Google Maps, I lead the evolution of User-Generated Content (UGC) into a trusted, intelligent layer for millions of users worldwide. My guiding mantra is: "Vision without execution is hallucination." I believe the best products aren't just fast—they are built on a foundation of safety, reliability, and "Positive Friction" that earns user trust. ### My Journey & Impact Google Maps UGC: Architecting the strategy for agentic intelligence and LLM-as-a-judge frameworks to automate the evaluation of multimodal content. Fintech & Compliance: Previously led Google’s Anti-Financial Crime platform, protecting $20B+ in GMV, and built PayPal’s first central UGC moderation platform from the ground up. Founder Spirit: Co-founded an eLearning startup and scaled it through a 4x increase in DAU. Education: Alumna of the Indian School of Business (ISB) and National University of Singapore (NUS). How I Can Help You? Whether you’re a PM navigating the shift to GenAI, a founder looking for a 0→1 strategy, or a candidate prepping for a grueling FAANG loop, I offer tactical, "in-the-trenches" guidance: GenAI & LLM Ops: Moving beyond the hype to build robust evaluation strategies, red-teaming, and agentic workflows. Fintech & Trust: Strategies for high-scale compliance, risk management, and building user confidence. Product Leadership: Navigating stakeholder management, cross-functional influence, and the "Founder-to-Big Tech" transition. Interview Mastery: Structured mock interviews focused on the exact rubrics used at Google, Amazon, and Meta. I’m here to help you bridge the gap between bold ideas and real-world impact. Let’s build the future together.