Key Skills

Freelancer Overview

I have extensive experience leading innovation and commercialization initiatives at the intersection of AI, automation, and digital product development within Fortune 500 companies and venture studio environments. My background includes advancing AI-enabled concepts from strategy through customer validation, particularly in autonomous systems and UAVs, where I established scalable growth pathways and ensured alignment of data-driven pilots with enterprise goals. I have overseen the execution of customer-funded pilots, managed capital allocation for AI projects, and set rigorous validation criteria to ensure data quality and operational readiness. My hands-on leadership in building and scaling digital ventures has given me a deep understanding of the importance of high-quality training data, annotation workflows, and the role of data labeling in delivering robust AI solutions for real-world applications.

Labeling Experience

Education

Work History