Automotive Product Research

A showcase of my passion for the automotive and defense industries through a product management lens. This space explores market trends, emerging technologies, and strategic hypotheses, presenting insights from comprehensive PM research, from competitive analysis and user studies to opportunity discovery.

AI-Driven Autonomous Convoy: Leader–Follower Technology

AI-driven convoys navigate complex scenarios with minimal human input, while full self-driving tech enhances safety and allows more personnel or equipment per vehicle—showcasing future military mobility innovations.

Modular Battery Swap for EVs

A fast, modular battery swapping system allows full or partial battery replacements in minutes, enabling higher vehicle uptime and more flexible electric mobility.

2030 North America Mobility Scenario Planning for Hyundai R&D

Scenario-based approach to evaluate Hyundai Motor Company’s Smart Mobility strategy under key uncertainties such as SDV adoption, autonomy regulation, battery evolution, and competition, and provides R&D-focused recommendations