About Me
I am a Product Manager dedicated to turning complex technical capabilities into intuitive, user-friendly products. Recognizing the massive shift in how software is built, I’ve transitioned my focus toward AI product management, ensuring that machine learning models translate into real business value. I thrive on solving high-ambiguity problems- from optimizing backend workflows to designing seamless GenAI user interfaces. My current focus is leading cross-functional teams to ship AI-native products that feel like magic to the end user.
My Product Philosophy
Building scalable, intelligent systems anchored in deep user empathy and measurable business outcomes
Outcomes Over AI Theater
I evaluate AI features using the 3x Value Rule. If an AI feature doesn't create measurable user value greater than its compute cost, it's just marketing. I focus heavily on margin dilution and solving actual user friction.'
Human-in-the-Loop Empowerment
I prioritize agentic workflows that automate toil-heavy tasks, giving users their time back for strategic work. I always design with transparency, ensuring the user remains in complete control of their data.'
Probabilistic By Design
Traditional software is deterministic; AI is probabilistic. I design for edge cases, build synthetic evaluation pipelines, and implement graceful fallbacks. My goal is to build intelligent systems that adapt to user behavior without breaking trust
Experience Matters
"An alumnus of IIT (ISM) Dhanbad, my foundation is built on rigorous engineering. I started my career maintaining complex mining machinery before pivoting to Operations Management and, ultimately, finding my calling in Product Management. This unconventional journey fundamentally shaped my product perspective. I don't just see software, I see end-to-end systems. Today, I leverage my deep background in operations and technical management to shape resilient product strategies that deliver high growth and exceptional user experiences
Passionate about data-driven decisions.
Work
Product Manager
Mooving Energy and Smart Mobility
2023 - 2025
Led cross-functional teams to launch AI-powered tools that boosted user retention.
Operations
Several Indian Companies
2015-2023
Driving product growth through customer insights and agile practices.
