This blog presents a strategic framework for evaluating Generative AI (GenAI) use cases in the Heavy Earth-Moving Vehicle (HEMV) sector. It categorizes opportunities into five clusters and introduces a score-based evaluation model validated by Pitchworks and Mr. Muralidharan Sudaram. With insights from Pitchworks GCC and GenAI Labs, it outlines how enterprises can drive structured AI adoption, enhance productivity, and scale innovation across industrial operations.