I’m an AI Associate Product Manager with hands-on experience in building and scaling AI-led products—from chatbot experiences and personalized notification engines to AI-driven mentorship assistants and intelligent recommendation systems. My journey began in data analytics, working with SQL, Python, and large datasets to uncover insights and enable decision-making. But over time, I realized that data alone could only tell us what is happening—not what should exist next. That realization pulled me deeper into product thinking, where I began using AI not just to analyze outcomes, but to shape product experiences that feel adaptive, intuitive, and genuinely helpful. Today, I work at the intersection of data, AI, and product strategy, contributing to products that translate intelligence into meaningful user value. I care about building experiences where AI is not just a capability—but an enabler of personalization, guidance, and delight at scale. The purpose of creating this space is to share honest, experience-driven guidance with students, career-switchers, and early professionals navigating the path between analytics, product, and AI. Whether you're transitioning from reporting to building, exploring AI product roles, or trying to understand how intelligence fits into product strategy—I’m here to help you move forward with clarity, confidence, and direction. Let’s talk AI, product, and the craft of turning data into meaningful product impact.